{"id":"W4403034213","doi":"10.7202/1113340ar","title":"Preparing for ‘intelligent and thoughtful practice’","year":2024,"lang":"en","type":"article","venue":"Ontario History","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Computer science; Engineering ethics; Cognitive science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02022008,0.0003920569,0.0003245281,0.001296454,0.00990322,0.01093136,0.001907792,0.002469693,0.008507715],"category_scores_gemma":[0.03995624,0.0004275996,0.0004522891,0.0007388326,0.0220918,0.004069425,0.008030498,0.005601953,0.003249911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01536624,"about_ca_system_score_gemma":0.07691942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04306722,"about_ca_topic_score_gemma":0.1082236,"domain_scores_codex":[0.9791425,0.009448569,0.0006110335,0.001209411,0.007327237,0.002261186],"domain_scores_gemma":[0.9635977,0.006468781,0.002748642,0.003071681,0.007542917,0.01657031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007183986,0.0003997011,0.008896982,0.0005847927,0.00004900936,0.00102037,0.2118642,0.0004326228,0.002356998,0.1231594,0.3160892,0.335075],"study_design_scores_gemma":[0.00004209104,0.0001230438,0.007177935,0.0006327113,0.00001184154,0.0004559483,0.04157164,0.0002073511,0.0004570292,0.03950248,0.9097625,0.00005549832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.08471866,0.006717329,0.04169018,0.4035523,0.005762599,0.001388102,0.00009260752,0.0006947763,0.4553834],"genre_scores_gemma":[0.7048033,0.007370302,0.09053561,0.04928704,0.001558166,0.0008951864,0.0001690827,0.0003507592,0.1450305],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04306722,"threshold_uncertainty_score":0.1114904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2468460518027375,"score_gpt":0.4843057082992083,"score_spread":0.2374596564964708,"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."}}