{"id":"W2917222159","doi":"10.29007/vc3b","title":"Categorization: A source of theory and output of research","year":2019,"lang":"en","type":"paratext","venue":"EasyChair preprint","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Categorization; Contrast (vision); Set (abstract data type); Epistemology; Computer science; Data science; Cognitive psychology; Psychology; Artificial intelligence; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0258816,0.0009678639,0.002010449,0.01289471,0.00383256,0.01918088,0.002918596,0.006159728,0.01023782],"category_scores_gemma":[0.0531896,0.0007368944,0.0009142883,0.0138805,0.03799575,0.02771339,0.008818459,0.006093653,0.003957211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007772641,"about_ca_system_score_gemma":0.005844996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0014748,"about_ca_topic_score_gemma":0.0009439389,"domain_scores_codex":[0.9764023,0.00995621,0.001119497,0.004901721,0.006964223,0.0006560259],"domain_scores_gemma":[0.9302989,0.04295541,0.002244885,0.016188,0.007141206,0.001171685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003242136,0.00001965259,0.0009408664,0.0005969406,0.00003993966,0.0000684336,0.003929521,0.0002907453,0.0002070447,0.9420702,0.01076537,0.04103878],"study_design_scores_gemma":[0.00001141267,0.0000166682,0.0005340302,0.0009385665,0.00001318635,0.0001220383,0.002265066,0.0006785927,0.0002727864,0.9014942,0.0936301,0.00002329027],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.02961444,0.1460823,0.2423555,0.2173977,0.00917029,0.0002481493,0.002246166,0.0007946208,0.3520907],"genre_scores_gemma":[0.7949224,0.06299121,0.08597214,0.02021978,0.01132054,0.0005949711,0.001581852,0.001124344,0.02127282],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0258816,"threshold_uncertainty_score":0.1368766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04480492132974184,"score_gpt":0.3668948982319009,"score_spread":0.322089976902159,"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."}}