{"id":"W1956421324","doi":"10.2139/ssrn.2630329","title":"Overcoming Pedagogical Solitude: The Transformative Power of Discipline-Specific Faculty Learning Communities (FLCs)","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Transformative learning; Solitude; Power (physics); Pedagogy; Sociology; Psychology; Engineering ethics; Engineering; Psychotherapist","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01680864,0.000121377,0.0001897094,0.00007294953,0.001619904,0.0001690267,0.0006363255,0.00007572066,0.0001143469],"category_scores_gemma":[0.0006198428,0.00008153739,0.0001264224,0.0001742341,0.000376871,0.0008957651,0.0000566492,0.003168527,0.00002215666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000767937,"about_ca_system_score_gemma":0.002178762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009695303,"about_ca_topic_score_gemma":0.005279803,"domain_scores_codex":[0.9954091,0.00202693,0.0003758421,0.00008345002,0.001011958,0.001092769],"domain_scores_gemma":[0.9984429,0.0006124459,0.0004094419,0.0001286542,0.0003040991,0.0001024704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009879306,0.00009702516,0.003380918,0.00000222962,0.000114097,5.520985e-7,0.5956483,0.0008793529,0.00002482431,0.3935686,0.0002075094,0.005977729],"study_design_scores_gemma":[0.0005228785,0.0002492403,0.0007773701,0.00002266179,0.00003057305,0.0000299256,0.8656688,0.00009091269,0.00001455036,0.05805052,0.0744148,0.0001278131],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507567,0.001947481,0.006372981,0.01511998,0.0002491928,0.0001923711,0.000002691428,0.00005082145,0.02530782],"genre_scores_gemma":[0.9962327,0.00165678,0.0001158914,0.00004375998,0.0001818623,0.000003548645,0.000003961191,0.00001117374,0.001750247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3355181,"threshold_uncertainty_score":0.9996799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2761616694826041,"score_gpt":0.4688523255199494,"score_spread":0.1926906560373453,"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."}}