{"id":"W4224105332","doi":"10.1371/journal.pone.0267097","title":"Investigating the linkage between professional development and mathematics instructors’ use of teaching practices using the theory of planned behavior","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Science Foundation","keywords":"Professional development; Context (archaeology); Psychology; Consistency (knowledge bases); Medical education; Faculty development; Mathematics education; Class (philosophy); Pedagogy; Medicine; Computer science","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":[0.009547222,0.0003288133,0.0003252749,0.001473067,0.0005930159,0.001039519,0.0007258152,0.0005981341,0.00119893],"category_scores_gemma":[0.05071898,0.0004675778,0.0006946192,0.0008399644,0.0007878025,0.001028373,0.001147497,0.001219513,0.0001207528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001171529,"about_ca_system_score_gemma":0.002050029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0110998,"about_ca_topic_score_gemma":0.01300722,"domain_scores_codex":[0.9946194,0.003330069,0.0003258824,0.0006875322,0.0006809828,0.0003563054],"domain_scores_gemma":[0.9240669,0.05657651,0.0134043,0.002001015,0.002355007,0.001596305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003564507,0.000330161,0.9904652,0.00001834247,0.00007992113,0.00002469627,0.001805411,0.00023454,0.0001296618,0.0001340206,0.00002282673,0.006719626],"study_design_scores_gemma":[0.00001255006,0.000635269,0.9913068,0.00002259498,0.00006065096,0.00006095975,0.00185998,0.005095267,0.0002811062,0.0004661444,0.0001874947,0.00001118813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976634,0.00006287084,0.001784412,0.00007632195,0.000003833851,0.00004765459,0.00002148662,0.000007440966,0.0003327038],"genre_scores_gemma":[0.9982673,0.0000500656,0.001430823,0.00001818045,0.000003604465,0.00006877354,0.00003616125,0.000002087808,0.0001230944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0110998,"threshold_uncertainty_score":0.05049109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4767722964485945,"score_gpt":0.4361073922356233,"score_spread":0.0406649042129712,"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."}}