{"id":"W7061452422","doi":"","title":"Reimagining social and emotional learning in Manitoba schools: developing a framework that supports a comprehensive policy approach","year":2022,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Variety (cybernetics); Construct (python library); Social emotional learning; Sample (material); Process (computing); Policy analysis; Policy learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01839484,0.0009433411,0.0005877057,0.004639234,0.01728738,0.01312448,0.003324797,0.00379059,0.001724218],"category_scores_gemma":[0.01083478,0.0008200359,0.0004235842,0.004137806,0.02697754,0.005700656,0.01089181,0.005299801,0.0001848825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.121661,"about_ca_system_score_gemma":0.2618282,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6466522,"about_ca_topic_score_gemma":0.8221624,"domain_scores_codex":[0.9926236,0.004205402,0.0002472948,0.0004191174,0.000763005,0.001741639],"domain_scores_gemma":[0.9904546,0.003749738,0.0007590859,0.0003979813,0.002720819,0.001917679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005737673,0.0003259552,0.02767143,0.001023202,0.00005627366,0.001017566,0.2651347,0.004046408,0.001850847,0.6142449,0.006280881,0.07829054],"study_design_scores_gemma":[0.00003365786,0.0001156317,0.03704735,0.005221847,0.00007786813,0.0001766856,0.6407556,0.003590133,0.001796845,0.09449969,0.2165534,0.0001313158],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3872578,0.01892383,0.03616163,0.3920752,0.0006483059,0.001823562,0.0002684193,0.0001879191,0.1626534],"genre_scores_gemma":[0.9342607,0.007494826,0.03884068,0.00665428,0.00005629024,0.001244708,0.00009387296,0.00002916542,0.01132563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3533478,"threshold_uncertainty_score":0.8827162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02880641726207021,"score_gpt":0.2671274731396402,"score_spread":0.23832105587757,"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."}}