{"meta":{"query_hash":"83906353038d","filters":{"venue":"Ambient Media and Systems"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/83906353038d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Ambient+Media+and+Systems"},"results":[{"id":"W1968063421","doi":"10.5555/1413907.1413911","title":"Evalutation of UML CASE tool with haptics","year":2008,"lang":"en","type":"article","venue":"Ambient Media and Systems","topic":"Teleoperation and Haptic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Haptic technology; Computer science; Human–computer interaction; Usability; Unified Modeling Language; Stereotaxy; User interface; Gesture; Software; Simulation; Artificial intelligence; Programming language","score_opus":0.021990846789727066,"score_gpt":0.20508879868554225,"score_spread":0.18309795189581518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968063421","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96874243,0.0001990883,0.01793465,0.00019462634,0.000058006666,0.00039045862,0.000100997015,0.00036159766,0.012018086],"genre_scores_gemma":[0.98385656,0.000110830086,0.014106269,0.000028720047,0.000023669862,0.00019848344,0.00012338677,0.000085617445,0.0014664312],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9768928,0.013941426,0.0013518835,0.000832874,0.0063262456,0.0006546321],"domain_scores_gemma":[0.84094965,0.12473046,0.007838844,0.0064199334,0.018504843,0.0015562687],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.023434743,0.00075889094,0.00050277286,0.004314887,0.00084927154,0.0026226668,0.0010057914,0.00078586733,0.0039633466],"category_scores_gemma":[0.15127099,0.0002817129,0.0005537962,0.0014227438,0.0016916477,0.0036567857,0.0024908858,0.00055622327,0.0004656474],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0039663105,0.004747926,0.104440175,0.0034307917,0.00021642487,0.0042090616,0.22894238,0.010182733,0.07983186,0.015095228,0.00609938,0.5388378],"study_design_scores_gemma":[0.0011045949,0.020901453,0.37192196,0.0030463715,0.0010124531,0.0061451686,0.14388543,0.18135622,0.1502188,0.015683686,0.10378188,0.0009419927],"about_ca_topic_score_codex":0.00089110504,"about_ca_topic_score_gemma":0.0010805884,"teacher_disagreement_score":0.023434743,"about_ca_system_score_codex":0.0016424106,"about_ca_system_score_gemma":0.0005887269,"threshold_uncertainty_score":0.123936236},"labels":[],"label_agreement":null},{"id":"W1971451516","doi":"10.5555/1413907.1413915","title":"Designing a model human cochlea: issues and challenges in crossmodal audio-haptic displays","year":2008,"lang":"en","type":"article","venue":"Ambient Media and Systems","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Crossmodal; Haptic technology; Computer science; Human–computer interaction; Interface (matter); Entertainment; Process (computing); Multimedia; Perception; Simulation; Psychology; Visual perception","score_opus":0.1704254005380196,"score_gpt":0.31518710222468516,"score_spread":0.14476170168666555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971451516","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13300031,0.0016057674,0.85559267,0.0014650828,0.00018566244,0.00030561298,0.000053634056,0.0006473332,0.0071439045],"genre_scores_gemma":[0.5990431,0.0013564948,0.39438665,0.0003803134,0.00003898991,0.00045460492,0.000049249153,0.000108516746,0.0041820416],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99885213,0.00052673335,0.00005445704,0.00011892185,0.00038718578,0.000060580256],"domain_scores_gemma":[0.99817395,0.0010484357,0.000061896615,0.00029398623,0.00031205293,0.0001098033],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021242383,0.00042743867,0.00044054852,0.00021524598,0.0005514725,0.0017540674,0.0011063874,0.0014868482,0.002743092],"category_scores_gemma":[0.0038351167,0.00039693623,0.0004497538,0.000106277555,0.0013069852,0.0021008784,0.0015288594,0.00062671927,0.0006115168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045209908,0.00036621594,0.002883513,0.002155275,0.00008118996,0.001242857,0.005747729,0.04527618,0.68314135,0.06979912,0.0023938927,0.18646055],"study_design_scores_gemma":[0.00030377536,0.005914406,0.008660036,0.0008151305,0.0002967478,0.013833579,0.008846681,0.3170662,0.3665037,0.046050955,0.23121838,0.0004904714],"about_ca_topic_score_codex":0.00072486897,"about_ca_topic_score_gemma":0.0011026867,"teacher_disagreement_score":0.002743092,"about_ca_system_score_codex":0.0004729622,"about_ca_system_score_gemma":0.00065050053,"threshold_uncertainty_score":0.011234164},"labels":[],"label_agreement":null},{"id":"W1996360727","doi":"10.5555/1363163.1363166","title":"A formal model to handle the adaptability of multimodal user interfaces","year":2008,"lang":"en","type":"article","venue":"Ambient Media and Systems","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Moncton","funders":"","keywords":"Model checking; Computer science; Property (philosophy); Computation tree logic; Formal verification; Temporal logic; Formal methods; Formal specification; Adaptability; Process (computing); Programming language; Modality (human–computer interaction); Linear temporal logic; Formal equivalence checking; Theoretical computer science; Human–computer interaction","score_opus":0.07602724379647945,"score_gpt":0.2789021263196325,"score_spread":0.20287488252315306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996360727","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020061072,0.000078497666,0.99565375,0.00012476531,0.00003921791,0.000070776405,0.00007573493,0.0007062568,0.0012449285],"genre_scores_gemma":[0.14093214,0.00029874573,0.85363483,0.00021765899,0.00009414442,0.0005216751,0.00056404376,0.00034353105,0.0033931967],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969946,0.0008812305,0.0002976152,0.00042734636,0.0011452808,0.00025392222],"domain_scores_gemma":[0.9941703,0.0033154413,0.0005047566,0.0011398515,0.00076703343,0.000102601014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003668812,0.0008547714,0.00068246253,0.0010407467,0.00091868534,0.0019206309,0.0023567618,0.0015483814,0.004352512],"category_scores_gemma":[0.009724893,0.0009065498,0.002472816,0.00058777013,0.0020968085,0.0047943955,0.0021081534,0.0028148873,0.0008123353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011957595,0.00017544624,0.0010743614,0.0005862978,0.00009819545,0.00060262677,0.00088037323,0.10140313,0.020790039,0.8130084,0.0030381118,0.05822345],"study_design_scores_gemma":[0.00014615424,0.00028714436,0.00035864735,0.0003326898,0.00019630008,0.0008653079,0.00022943984,0.5544038,0.028626274,0.3329782,0.081472605,0.000103485705],"about_ca_topic_score_codex":0.0034676096,"about_ca_topic_score_gemma":0.0030428185,"teacher_disagreement_score":0.004352512,"about_ca_system_score_codex":0.0015547023,"about_ca_system_score_gemma":0.0027273486,"threshold_uncertainty_score":0.019402802},"labels":[],"label_agreement":null},{"id":"W2074572920","doi":"10.5555/1413907.1413908","title":"A quality of experience model for haptic user interfaces","year":2008,"lang":"en","type":"article","venue":"Ambient Media and Systems","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Haptic technology; Computer science; Human–computer interaction; Unified Modeling Language; User interface; Graphical user interface; Modality (human–computer interaction); Quality (philosophy); User experience design; Multimedia; Simulation; Software","score_opus":0.18516435831463965,"score_gpt":0.35049656751852826,"score_spread":0.1653322092038886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074572920","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01075717,0.000909098,0.98126113,0.0005425132,0.000054555112,0.00014662468,0.00012768454,0.00012028738,0.0060809],"genre_scores_gemma":[0.7510359,0.00268927,0.2372354,0.00029838903,0.00022579418,0.0012662897,0.0003729166,0.00009644768,0.006779571],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9966002,0.0012126793,0.00032485698,0.0004513895,0.0011810784,0.000229847],"domain_scores_gemma":[0.99408865,0.0031511167,0.00084894634,0.00040600507,0.001324448,0.0001808605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038512307,0.001268748,0.0007841251,0.0016854095,0.00044765155,0.0030697014,0.0021780625,0.0018245078,0.0032757104],"category_scores_gemma":[0.014498053,0.00040844613,0.0012793934,0.0011987363,0.0015488296,0.005211167,0.0013722111,0.0018646466,0.0010850898],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023021347,0.00042166817,0.0037011148,0.0010948991,0.00019528883,0.00036133773,0.0025310733,0.26124957,0.0110641075,0.5996159,0.0042855833,0.11524927],"study_design_scores_gemma":[0.000032209606,0.00038098247,0.00199791,0.0001695081,0.000064989166,0.00028472507,0.00024493085,0.8539131,0.00094046374,0.13563643,0.0062625604,0.00007217077],"about_ca_topic_score_codex":0.001770368,"about_ca_topic_score_gemma":0.0009856429,"teacher_disagreement_score":0.0038512307,"about_ca_system_score_codex":0.0016503533,"about_ca_system_score_gemma":0.00070665573,"threshold_uncertainty_score":0.020367503},"labels":[],"label_agreement":null},{"id":"W833811","doi":"10.1021/jm00211a028","title":"Proceedings of the 1st international conference on Ambient media and systems","year":2008,"lang":"en","type":"article","venue":"Ambient Media and Systems","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Flexibility (engineering); Ambient intelligence; Computer science; Situated; Multimedia; Human–computer interaction; Emerging technologies; Assisted living; Productivity; Ubiquitous computing; Artificial intelligence","score_opus":0.07515867277361062,"score_gpt":0.29899582917632955,"score_spread":0.22383715640271895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W833811","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017053794,0.126141,0.19417393,0.010285762,0.074465886,0.0006057186,0.0037748623,0.012303086,0.56119597],"genre_scores_gemma":[0.06727253,0.04436193,0.07844574,0.0029537028,0.008285744,0.00046633967,0.010150221,0.0025152774,0.78554845],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988882,0.00020682957,0.000076761426,0.00022789711,0.00047907085,0.000121283556],"domain_scores_gemma":[0.9985636,0.00024092945,0.000047968468,0.00040631244,0.00055617315,0.00018503345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016101418,0.0011113945,0.0010822694,0.00076031004,0.00073459314,0.0037669577,0.0013827388,0.0012865885,0.10926508],"category_scores_gemma":[0.0020740821,0.00034398222,0.00070488977,0.0008881421,0.00069952814,0.002785214,0.0021931129,0.0018004786,0.060681425],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002691437,0.00021312998,0.00087390543,0.00083937816,0.00008356198,0.00031537528,0.0002652888,0.0010126899,0.011816159,0.017327487,0.42592126,0.5410626],"study_design_scores_gemma":[0.000010249419,0.00005573791,0.0005054389,0.00012673887,0.000022865588,0.0002200205,0.00010732765,0.0016181305,0.0013173411,0.0035046728,0.9924994,0.000012087148],"about_ca_topic_score_codex":0.001844696,"about_ca_topic_score_gemma":0.0019946261,"teacher_disagreement_score":0.10926508,"about_ca_system_score_codex":0.0006879843,"about_ca_system_score_gemma":0.0012828643,"threshold_uncertainty_score":0.36552817},"labels":[],"label_agreement":null}]}