{"id":"W4285060988","doi":"10.3102/ip.22.1884322","title":"Teacher-Led Professional Development Through School Collaboration in a Divided Society: A Survey of Teachers","year":2022,"lang":"en","type":"article","venue":"","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Professional development; School teachers; Mathematics education; Medical education; Sociology; Pedagogy; Computer science; Psychology; Medicine","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":[0.002866292,0.0001609285,0.0002614582,0.001519146,0.002045679,0.001680251,0.0005819779,0.0007116436,0.001430145],"category_scores_gemma":[0.007375758,0.0004609736,0.0001921265,0.001277087,0.0007915636,0.001588062,0.00232284,0.001041586,0.0003244309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001523631,"about_ca_system_score_gemma":0.003079394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02057694,"about_ca_topic_score_gemma":0.04885481,"domain_scores_codex":[0.9967833,0.001494299,0.0002744385,0.0002640433,0.0005094263,0.000674469],"domain_scores_gemma":[0.9919233,0.001591959,0.002418288,0.0004147433,0.001249844,0.002401883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005512766,0.0005758519,0.9241705,0.00004089261,0.00001532039,0.0001684506,0.06590039,0.00004125899,0.0004061515,0.00009424024,0.0003492182,0.008182513],"study_design_scores_gemma":[0.0000202286,0.0002304448,0.9154616,0.00002505416,0.00001070123,0.0001083054,0.08254451,0.0001083074,0.0001144762,0.00004329991,0.00132481,0.000008309318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994167,0.00002930438,0.00002224216,0.00006856637,0.000001135989,0.00001267899,0.00002653866,0.000001068338,0.000421792],"genre_scores_gemma":[0.9994069,0.00005980287,0.00004972179,0.00003976544,0.000001840051,0.00002586479,0.00004363516,0.000001185817,0.0003712237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02057694,"threshold_uncertainty_score":0.04091436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04370280250290103,"score_gpt":0.3868154120654585,"score_spread":0.3431126095625575,"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."}}