{"id":"W1480320363","doi":"10.1002/9780470714461.ch1","title":"The Universal Learning Curve","year":2008,"lang":"en","type":"other","venue":"","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Learning curve; Ignorance; Artificial intelligence; Event (particle physics); Space (punctuation); Psychology; Machine learning; Cognitive psychology; Computer science; Economics; Political science; Management; Law","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":[0.007282945,0.001302795,0.002251958,0.002285252,0.002344564,0.005094614,0.002807549,0.004652015,0.02073958],"category_scores_gemma":[0.07836659,0.0009564848,0.002059296,0.001908731,0.00863924,0.01555025,0.004094849,0.00674163,0.003582457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003783985,"about_ca_system_score_gemma":0.003234382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006769193,"about_ca_topic_score_gemma":0.002315691,"domain_scores_codex":[0.9952582,0.001695744,0.0002242019,0.001313511,0.001038139,0.000470164],"domain_scores_gemma":[0.9545406,0.03530778,0.001559986,0.004182814,0.003333153,0.001075685],"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":[0.00004356083,0.00003897178,0.001837047,0.0001782361,0.0000531066,0.00008714754,0.0002370434,0.01088101,0.0001018106,0.9503643,0.006793559,0.02938425],"study_design_scores_gemma":[0.00002090345,0.00002423402,0.0007254129,0.000101133,0.00001569649,0.0001070258,0.000077264,0.02450813,0.00008237716,0.9666867,0.007627614,0.00002357116],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.06386575,0.02219644,0.6264852,0.04326409,0.001661258,0.0002760591,0.001967043,0.001451356,0.2388328],"genre_scores_gemma":[0.8387604,0.01549196,0.0865189,0.004661482,0.002763039,0.0006681636,0.001227388,0.0005505864,0.04935809],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02073958,"threshold_uncertainty_score":0.06938082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08803494996922587,"score_gpt":0.4750875787754285,"score_spread":0.3870526288062026,"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."}}