{"id":"W4213132667","doi":"10.7202/1070598ar","title":"Conceptual Finesse","year":2020,"lang":"en","type":"article","venue":"Philosophical Inquiry in Education","topic":"Narrative Theory and Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Finesse; Epistemology; Computer science; Philosophy; Physics; Optics; Laser","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.006102109,0.0008307077,0.0006292135,0.003238577,0.006168129,0.01223191,0.001914791,0.003257704,0.03462045],"category_scores_gemma":[0.01540216,0.0004368496,0.000726002,0.001819212,0.03005853,0.01389185,0.007039889,0.005549491,0.004884028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005117173,"about_ca_system_score_gemma":0.005259937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00241405,"about_ca_topic_score_gemma":0.002878605,"domain_scores_codex":[0.9934884,0.00401627,0.0002525133,0.0007480118,0.001061191,0.000433635],"domain_scores_gemma":[0.9943016,0.002006718,0.0002653101,0.00162467,0.001377271,0.0004245195],"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":[0.000002037981,0.000005137516,0.00004106845,0.00001491004,0.000001463868,0.00001469315,0.002289314,0.00002437331,0.00002545028,0.992999,0.0021251,0.002457555],"study_design_scores_gemma":[0.000007563575,0.000006325983,0.0001361461,0.0001184328,0.000005094194,0.00009409687,0.005606,0.0002477782,0.0001137335,0.8266932,0.1669654,0.000006256495],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009538373,0.002136966,0.0790581,0.03958783,0.001477824,0.0001920434,0.00019245,0.0001856519,0.8676307],"genre_scores_gemma":[0.7554993,0.002212105,0.03777238,0.009347243,0.0008420992,0.0007465524,0.0004891726,0.0003523724,0.1927388],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03462045,"threshold_uncertainty_score":0.1158169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.151908579126459,"score_gpt":0.3181278904196888,"score_spread":0.1662193112932298,"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."}}