{"meta":{"query_hash":"7edbd62d840b","filters":{"venue":"Studies in linguistics and philosophy"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/7edbd62d840b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Studies+in+linguistics+and+philosophy"},"results":[{"id":"W1542185488","doi":"10.1007/978-1-4020-8310-5","title":"Compositionality, Context and Semantic Values","year":2008,"lang":"en","type":"book","venue":"Studies in linguistics and philosophy","topic":"Classical Philosophy and Thought","field":"Arts and Humanities","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Principle of compositionality; Context (archaeology); Computer science; Natural language processing; Artificial intelligence; Geology; Paleontology","score_opus":0.1251623017388093,"score_gpt":0.3107668267321859,"score_spread":0.18560452499337662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1542185488","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00009518486,0.034920458,3.8682182e-7,0.000880801,0.0021403264,0.00022019005,0.00034801534,0.000040733707,0.9613539],"genre_scores_gemma":[0.81141657,0.015714517,0.00006197511,0.0017536881,0.027852232,0.00002593101,0.00016468533,0.00008380052,0.1429266],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986089,0.000043154523,0.00046065552,0.00043551708,0.00023736607,0.00021443379],"domain_scores_gemma":[0.99864596,0.0006096599,0.00016153629,0.00018878294,0.0003128852,0.00008117457],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0001222534,0.00040148452,0.00077447784,0.00014153057,0.0005459037,0.000066371445,0.00011154519,0.00013655284,0.000030071],"category_scores_gemma":[0.00034323503,0.0003570742,0.00009729693,0.000017859733,0.0030366916,0.000018986308,0.00026636137,0.00047290695,0.000018498253],"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":[0.000025209782,0.000052220996,0.0000202529,0.00059250137,0.00023053584,0.00010768102,0.0074335006,2.7724903e-7,3.7274113e-8,0.9739551,0.017422408,0.00016028956],"study_design_scores_gemma":[0.00022008776,0.00007943093,0.000004408069,0.0005189244,0.00006726677,0.000005496304,0.00008993766,0.0000067890765,1.6646304e-7,0.5643782,0.43439326,0.00023601326],"about_ca_topic_score_codex":0.000019737361,"about_ca_topic_score_gemma":0.0001206654,"teacher_disagreement_score":0.8184273,"about_ca_system_score_codex":0.00006352959,"about_ca_system_score_gemma":0.00005132379,"threshold_uncertainty_score":0.9998881},"labels":[],"label_agreement":null},{"id":"W1717969000","doi":"10.1007/978-3-319-75441-3_6","title":"The Molecular Sememe: A Model for Literary Interpretation","year":2018,"lang":"en","type":"book-chapter","venue":"Studies in linguistics and philosophy","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Meaning (existential); Context (archaeology); Interpretation (philosophy); Linguistics; Argument (complex analysis); Poetry; Set (abstract data type); Literary criticism; Philosophy; Literature; Epistemology; Computer science; History; Art; Chemistry","score_opus":0.06847001005707931,"score_gpt":0.3265602795214686,"score_spread":0.2580902694643893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1717969000","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000011054634,0.060136925,0.0001310857,0.00031821412,0.0016404536,0.00033842327,0.0002457778,0.000024779652,0.9371533],"genre_scores_gemma":[0.45629153,0.015698977,0.0011121659,0.0017581637,0.02102968,0.00030281293,0.0001703012,0.00023205597,0.5034043],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99883425,0.000010104031,0.00043613644,0.00034115167,0.00017768251,0.0002006901],"domain_scores_gemma":[0.9984157,0.0003422683,0.0002142766,0.00028329308,0.00071836053,0.000026067564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023920515,0.00033299896,0.00046043735,0.00011697961,0.0005682589,0.00013255766,0.00018281346,0.00006999162,0.00003428011],"category_scores_gemma":[0.0007857205,0.00023350933,0.00016857497,0.000009233818,0.001588931,0.000017197159,0.00022525048,0.00018618551,0.00000730254],"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":[0.000036567933,0.000007970617,4.980938e-7,0.00017736136,0.00062910543,0.000008725891,0.047219142,0.0000144029,6.090255e-8,0.94469804,0.006430524,0.00077763235],"study_design_scores_gemma":[0.00010233743,0.00006432554,2.7862482e-8,0.0003601833,0.00023921735,1.814097e-7,0.0006345612,0.003341289,2.2550327e-7,0.69468164,0.30038145,0.00019457458],"about_ca_topic_score_codex":0.0000026597697,"about_ca_topic_score_gemma":0.0002717412,"teacher_disagreement_score":0.4562805,"about_ca_system_score_codex":0.00003768645,"about_ca_system_score_gemma":0.00002461747,"threshold_uncertainty_score":0.9522234},"labels":[],"label_agreement":null},{"id":"W2808887575","doi":"10.1007/978-3-319-75441-3_1","title":"The Epistemologies of Linguistic Science: Reassessing Structuralism, Redefining the Sememe","year":2018,"lang":"en","type":"book-chapter","venue":"Studies in linguistics and philosophy","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Meaning (existential); Linguistics; Structuralism (philosophy of science); Context (archaeology); Epistemology; Consistency (knowledge bases); Ordinary language philosophy; Scope (computer science); Philosophy; Sociology; Computer science; History; Western philosophy; Artificial intelligence","score_opus":0.15096883206946152,"score_gpt":0.35509727454357126,"score_spread":0.20412844247410974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808887575","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00033260285,0.018141741,5.09778e-7,0.0003339947,0.005426659,0.00017067553,0.000108541855,0.000023443601,0.97546184],"genre_scores_gemma":[0.9525961,0.0052553373,0.00012815178,0.00013380167,0.017603032,0.000008559716,0.000013041227,0.000051428986,0.02421051],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99774057,0.000033544515,0.00083939184,0.0004743138,0.00054184423,0.00037035576],"domain_scores_gemma":[0.9951779,0.0012690595,0.00070483936,0.00062855525,0.0021671082,0.000052505486],"candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00121362,0.00041606746,0.0006863454,0.00021715403,0.002332943,0.00035361905,0.0006173752,0.00009388254,0.000070464426],"category_scores_gemma":[0.009397074,0.0002280631,0.00015639674,0.000055588054,0.01320474,0.0000152091525,0.0005862713,0.00043141362,0.000005168724],"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":[0.000014383907,0.0000051465568,0.000023627726,0.00015584422,0.00023994013,0.000016111746,0.014599949,0.0000022375775,3.102328e-7,0.98411214,0.0006465679,0.00018375894],"study_design_scores_gemma":[0.00008442246,0.00007120939,0.000004683369,0.00058328087,0.00027533146,0.0000015699061,0.0019368515,0.000050586747,0.000002094461,0.74158484,0.25517303,0.00023211884],"about_ca_topic_score_codex":0.0001196596,"about_ca_topic_score_gemma":0.0003778903,"teacher_disagreement_score":0.95226353,"about_ca_system_score_codex":0.000074017946,"about_ca_system_score_gemma":0.000207232,"threshold_uncertainty_score":0.99896586},"labels":[],"label_agreement":null},{"id":"W2809382581","doi":"10.1007/978-3-319-75441-3_7","title":"The Rhetoric of Plain Fact: Stevens’ “No Possum, No Sop, No Taters”","year":2018,"lang":"en","type":"book-chapter","venue":"Studies in linguistics and philosophy","topic":"Poetry Analysis and Criticism","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Rhetoric; Poetry; Rhetorical question; Phenomenology (philosophy); Meaning (existential); Perception; Literature; Criticism; Philosophy; Aesthetics; Art; Epistemology; Linguistics","score_opus":0.07525074806447625,"score_gpt":0.29279610411081813,"score_spread":0.2175453560463419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809382581","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000065072556,0.008885289,4.4627325e-7,0.00010436958,0.006113557,0.0001646485,0.00042511916,0.000017427028,0.9842241],"genre_scores_gemma":[0.39216,0.014463243,0.000061957944,0.00036376464,0.032234713,0.000020435906,0.00006771006,0.00010727832,0.5605209],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99823225,0.000031078904,0.0007225214,0.00038045322,0.00032696797,0.00030674448],"domain_scores_gemma":[0.99707574,0.0004890844,0.00034879716,0.0003920456,0.0016320643,0.00006227299],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00030378316,0.00044085874,0.00080760807,0.00013068574,0.00068476074,0.00009271944,0.00027691838,0.00014085407,0.0005229532],"category_scores_gemma":[0.0009940139,0.00030637102,0.00021483313,0.00001588831,0.0019693542,0.000016976854,0.00024382504,0.00037536715,0.00028176163],"study_design_candidate":"theoretical_or_conceptual","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":[0.00005320439,0.000025786814,0.0000055191476,0.0003287276,0.0005911728,0.000022985818,0.0051484443,3.256069e-7,3.995415e-7,0.9783161,0.015401774,0.000105504856],"study_design_scores_gemma":[0.00014700358,0.00022219191,0.000001205678,0.00038046742,0.00016258641,4.5669353e-7,0.00022891279,0.00001168126,6.997223e-7,0.35189635,0.6467025,0.0002459495],"about_ca_topic_score_codex":0.00002546072,"about_ca_topic_score_gemma":0.00013387081,"teacher_disagreement_score":0.63130075,"about_ca_system_score_codex":0.00004646108,"about_ca_system_score_gemma":0.00003331327,"threshold_uncertainty_score":0.99993885},"labels":[],"label_agreement":null}]}