{"id":"W4407312812","doi":"10.1016/j.asw.2025.100923","title":"Validation of the individual and collective self-efficacy scale for teaching writing in post-secondary faculty","year":2025,"lang":"en","type":"article","venue":"Assessing Writing","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"George & Fay Yee Centre for Healthcare Innovation; University of Manitoba","funders":"University of Manitoba","keywords":"Scale (ratio); Computer science; Mathematics education; Psychology; Pedagogy; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003511039,0.0001020763,0.0001840611,0.000166843,0.001856062,0.0004039926,0.0001884043,0.0001102384,0.000002876997],"category_scores_gemma":[0.002522988,0.0001010644,0.00006064254,0.0004278974,0.0001642612,0.0004039097,0.00007512217,0.0003277897,1.667526e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001761718,"about_ca_system_score_gemma":0.0009633936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005788062,"about_ca_topic_score_gemma":0.0002137716,"domain_scores_codex":[0.9983687,0.0004391425,0.0004059638,0.0002585067,0.0002288898,0.000298832],"domain_scores_gemma":[0.9977301,0.001681969,0.0002346697,0.00009983322,0.0002203195,0.00003305597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002258969,0.0007293757,0.4880351,0.0006083756,0.00009188365,9.090177e-7,0.1781981,0.00004971087,0.009043137,0.02028714,0.0007430586,0.3021907],"study_design_scores_gemma":[0.001323729,0.0000295621,0.7246372,0.001934991,0.00009379893,0.000002332479,0.2623456,0.0003404197,0.005053042,0.003400548,0.0005757237,0.0002629866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686614,0.00008871998,0.000191703,0.001916051,0.0001651539,0.0004020597,0.00001786389,0.00007104411,0.02848595],"genre_scores_gemma":[0.9927507,0.000003255521,0.006628778,0.0001414129,0.0001793451,0.00003156628,0.00002037161,0.00001087905,0.0002336975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3019277,"threshold_uncertainty_score":0.9994434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03487157859887858,"score_gpt":0.3808766912933596,"score_spread":0.346005112694481,"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."}}