{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"7694e8ae9edd","filters":{"venue":"FIW"}},"results":[{"id":"W1493711620","doi":"","title":"Methods for Designing SIP Features in SDL with Fewer Feature Interactions.","year":2003,"lang":"en","type":"article","venue":"FIW","topic":"IPv6, Mobility, Handover, Networks, Security","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Session Initiation Protocol; Computer science; Feature (linguistics); SIP trunking; Service (business); Voice over IP; Telephony; Computer network; World Wide Web; Server; The Internet","authors":[{"name":"Ken Y. Chan","is_ca":true},{"name":"Gregor von Bochmann","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01222416146591888,"gpt":0.2956726380317123,"spread":0.2834484765657934,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009095689,0.001527737,0.0007440854,0.001853514,0.001180668,0.002947959,0.002711738,0.001465815,0.007837581],"category_scores_gemma":[0.01826444,0.001558692,0.002592255,0.0009478506,0.003449845,0.005379624,0.004026712,0.003284828,0.002710773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001456757,"about_ca_system_score_gemma":0.002283668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001013437,"about_ca_topic_score_gemma":0.001548125,"domain_scores_codex":[0.9896039,0.003193694,0.001567679,0.001224771,0.00401131,0.0003985753],"domain_scores_gemma":[0.9872131,0.007198794,0.0007776384,0.003259179,0.001383062,0.0001682725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000170981,0.0002299616,0.001020461,0.001302614,0.0001516648,0.0004966194,0.002295781,0.0281768,0.018537,0.5888734,0.004984918,0.3537597],"study_design_scores_gemma":[0.0003581109,0.0003332827,0.0003265193,0.0006269199,0.0002086159,0.001013367,0.0004165517,0.2927029,0.05388759,0.4016388,0.248307,0.0001803569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0003933725,0.00002514614,0.9980117,0.00003475033,0.0000185773,0.0001037782,0.00002247234,0.0005985642,0.0007915181],"genre_scores_gemma":[0.01444682,0.000104424,0.9825386,0.00007522363,0.00002675526,0.0004654363,0.0001861508,0.000397771,0.00175885],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009095689,"threshold_uncertainty_score":0.04810315,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W255512932","doi":"","title":"Feature Interactions in Telecommunications and Software Systems VII, June 11-13, 2003, Ottawa, Canada","year":2003,"lang":"en","type":"article","venue":"FIW","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Feature (linguistics); Telecommunications; Computer science; Software; Operating system","authors":[{"name":"Daniel Amyot","is_ca":false},{"name":"Luigi Logrippo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00708468809101258,"gpt":0.218628742703672,"spread":0.2115440546126594,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001561254,0.0005521165,0.0005720063,0.0009190119,0.00296778,0.004367397,0.001129871,0.0008139143,0.04234214],"category_scores_gemma":[0.002158659,0.0004286058,0.0004043988,0.001926665,0.001227966,0.001412897,0.00117606,0.001328405,0.007853574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01435305,"about_ca_system_score_gemma":0.01387503,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7119032,"about_ca_topic_score_gemma":0.8982779,"domain_scores_codex":[0.9989867,0.00008080508,0.00003265537,0.0001138391,0.0005849243,0.0002010654],"domain_scores_gemma":[0.998306,0.0002946157,0.00003694655,0.0001355458,0.0009786884,0.0002482255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004145615,0.0001773498,0.008835418,0.0002450476,0.00003176319,0.0003992592,0.002291059,0.002822958,0.007902616,0.01671197,0.6431448,0.3170231],"study_design_scores_gemma":[0.00004212703,0.00007773994,0.01645838,0.0001346107,0.00006852078,0.0002249351,0.001431677,0.01028187,0.01234928,0.00461796,0.9542556,0.00005737254],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1820565,0.02493487,0.1490218,0.04245512,0.01013415,0.0008849085,0.01020191,0.01641354,0.5638972],"genre_scores_gemma":[0.1166836,0.004313636,0.01559186,0.0005080195,0.0003136431,0.00007989011,0.004105724,0.0008694687,0.8575341],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7119032,"threshold_uncertainty_score":0.579587,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}