{"id":"W4242272019","doi":"10.3138/9781487535933","title":"Necessary but Not Sufficient","year":2020,"lang":"en","type":"book","venue":"University of Toronto Press eBooks","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Ontario Arts Council; Canada Council for the Arts; Government of Ontario","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001017897,0.0002746791,0.0005558103,0.0000190927,0.0002776258,0.00003616057,0.0005975524,0.0002726765,0.0007949321],"category_scores_gemma":[0.000008959062,0.0003186259,0.0003190891,3.786512e-7,0.001009384,0.000110026,0.0002852693,0.0003948846,0.00003035354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001928457,"about_ca_system_score_gemma":0.0002743091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06210795,"about_ca_topic_score_gemma":0.04258811,"domain_scores_codex":[0.9988216,0.00007816132,0.0002015527,0.0003755098,0.0003038555,0.0002193391],"domain_scores_gemma":[0.9988171,0.0001101299,0.0003403557,0.0003825191,0.0002290909,0.0001208237],"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":[0.000115419,0.00004249181,3.324339e-7,0.0004703818,0.0002835733,0.0000551288,0.11389,0.00000242057,0.00002363255,0.7360774,0.1479926,0.001046549],"study_design_scores_gemma":[0.0003193513,0.0001302163,0.000002305623,0.0001123913,0.0002869815,6.5188e-7,0.001809058,0.00001614504,0.00008015327,0.0006515633,0.9962844,0.0003067683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004523556,0.001315338,0.00003121692,0.0000671672,0.0008034147,0.0002509065,0.0005066398,0.00009536411,0.9968847],"genre_scores_gemma":[0.0007691897,0.0002123123,0.00006498802,0.0002248682,0.0006383071,2.716465e-7,0.00007745833,0.00003047059,0.9979821],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8482918,"threshold_uncertainty_score":0.9999266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06176775693535645,"score_gpt":0.2188857107556491,"score_spread":0.1571179538202926,"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."}}