{"id":"W4229007095","doi":"10.1111/phc3.12837","title":"Modeling and corpus methods in experimental philosophy","year":2022,"lang":"en","type":"article","venue":"Philosophy Compass","topic":"Philosophy and History of Science","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Computer science; Inference; Mainstream; Statistical hypothesis testing; Statistical inference; Word (group theory); Empirical research; Control (management); Natural language processing; Artificial intelligence; Data science; Linguistics; Epistemology; Statistics; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.243157,0.00227574,0.002590977,0.005247591,0.003322153,0.008432544,0.005458418,0.003471908,0.01951233],"category_scores_gemma":[0.4091952,0.001956146,0.002515349,0.007090662,0.01602251,0.01118702,0.007228824,0.006674098,0.001838808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006300706,"about_ca_system_score_gemma":0.006464114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003341801,"about_ca_topic_score_gemma":0.002863311,"domain_scores_codex":[0.5852908,0.3903761,0.0048888,0.007357038,0.01122392,0.0008633171],"domain_scores_gemma":[0.237981,0.7098142,0.0114759,0.0309673,0.009083241,0.0006783973],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001970337,0.0002343931,0.002138003,0.0009745102,0.0002993965,0.00008467268,0.003688207,0.008442548,0.0002514957,0.9379451,0.003302109,0.04244259],"study_design_scores_gemma":[0.0002426486,0.00025939,0.001349137,0.0009664782,0.000113202,0.00008775949,0.001103159,0.04314051,0.0008727212,0.9243211,0.02744786,0.00009620174],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00754221,0.001596809,0.967935,0.003620435,0.0005918468,0.001606261,0.0004977455,0.0003388825,0.01627075],"genre_scores_gemma":[0.1499491,0.001412744,0.8203444,0.001963333,0.0006263636,0.02198489,0.0004822677,0.0004187436,0.002818072],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.756843,"threshold_uncertainty_score":0.9333221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1277390704885037,"score_gpt":0.3147372895850837,"score_spread":0.18699821909658,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}