{"id":"W4254834933","doi":"10.32920/ryerson.14654166","title":"Best Practices? :","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Vision; Globalization; Sociology; Political science; Public administration; Environmental ethics; Social science; Law; Politics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008649692,0.0006225122,0.0004479578,0.002077465,0.00575314,0.02133371,0.002887139,0.006198824,0.1084696],"category_scores_gemma":[0.02152147,0.0003755472,0.0005496691,0.003026256,0.006700464,0.01459885,0.01111406,0.006041422,0.06017458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009897793,"about_ca_system_score_gemma":0.02308767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02176572,"about_ca_topic_score_gemma":0.0392018,"domain_scores_codex":[0.9889712,0.004080019,0.0005462794,0.001219305,0.003828421,0.00135481],"domain_scores_gemma":[0.9924891,0.001611738,0.0004437316,0.00121494,0.002478279,0.001762275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001043693,0.00003276301,0.000367356,0.0001932821,0.000005856531,0.0001439617,0.007424101,0.00004753135,0.0001068088,0.2726274,0.6309229,0.0881177],"study_design_scores_gemma":[0.000001905818,0.00000274337,0.00009358171,0.0002835604,0.000001330559,0.00005970336,0.002669794,0.00001962825,0.0000400479,0.01153378,0.9852889,0.000004970525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001431748,0.004254088,0.005986267,0.1319952,0.004762797,0.0001322105,0.0007524865,0.0005609043,0.8501242],"genre_scores_gemma":[0.0617055,0.009238262,0.02072554,0.08866154,0.001543082,0.000448905,0.001935979,0.001155831,0.8145853],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8915303,"threshold_uncertainty_score":0.3628671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1921285162689172,"score_gpt":0.4552540429672403,"score_spread":0.263125526698323,"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."}}