{"id":"W4309785769","doi":"10.36834/cmej.76376","title":"It’s hard to get better as a teacher when you’re on your own: consider instructional coaching","year":2022,"lang":"en","type":"editorial","venue":"Canadian Medical Education Journal","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coaching; Computer science; Mathematics education; Psychology; Psychotherapist","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006405516,0.0003577447,0.0003897095,0.001070413,0.002690324,0.0006684419,0.001216715,0.001104251,0.2498879],"category_scores_gemma":[0.1803255,0.0003832505,0.0001800419,0.0004587744,0.0003473913,0.0005967288,0.00006691663,0.006799613,0.0006087883],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008840017,"about_ca_system_score_gemma":0.2690035,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1110237,"about_ca_topic_score_gemma":0.1353893,"domain_scores_codex":[0.9906909,0.002321989,0.0007149957,0.0006576294,0.004763375,0.0008510497],"domain_scores_gemma":[0.9870363,0.001237218,0.000653854,0.0004056991,0.001138323,0.009528584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002314094,0.0001177442,0.0001728223,0.000007971811,0.00008165864,0.00002819807,0.02990128,0.000004125493,2.484827e-7,0.000481439,0.9062166,0.06296478],"study_design_scores_gemma":[0.000218636,0.0000813179,0.0001424437,0.0001620507,0.00006377108,0.00008817814,0.02453536,0.000002358672,2.716282e-7,0.003385591,0.970931,0.0003890244],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0008744432,0.00008940987,0.00001141778,0.3184519,0.5937783,0.0002916007,0.00006455031,0.00002031223,0.08641814],"genre_scores_gemma":[0.0008512333,0.0001655153,0.001807827,0.1000898,0.8714655,0.0001788519,0.000233021,0.00008159829,0.02512661],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2776873,"threshold_uncertainty_score":0.999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03294456733199859,"score_gpt":0.401382448130125,"score_spread":0.3684378807981264,"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."}}