{"id":"W2155801571","doi":"10.1177/0895904812453994","title":"From Zero Tolerance to Student Success in Ontario, Canada","year":2012,"lang":"en","type":"article","venue":"Educational Policy","topic":"Education Discipline and Inequality","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Government of Ontario","keywords":"Graduation (instrument); Zero tolerance; Perception; Demographic economics; Zero (linguistics); Political science; Psychology; Demography; Sociology; Economics; Engineering; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001204311,0.0001723898,0.0003132283,0.00140084,0.007208181,0.00282355,0.001051612,0.0003788903,0.003698766],"category_scores_gemma":[0.004879836,0.0002027771,0.0003194429,0.003488041,0.003258346,0.0007009406,0.001974539,0.00120312,0.0002327314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07178248,"about_ca_system_score_gemma":0.1081618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9977376,"about_ca_topic_score_gemma":0.999135,"domain_scores_codex":[0.9976625,0.0001869838,0.00007081438,0.0001411267,0.0009787283,0.0009598549],"domain_scores_gemma":[0.9914343,0.0007225763,0.001296416,0.000174861,0.002930014,0.003441869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001172527,0.000105519,0.9316391,0.00009022472,0.00003293644,0.0002038651,0.02643395,0.000351888,0.0001979752,0.006413854,0.0114563,0.02295717],"study_design_scores_gemma":[0.000008958238,0.0000271247,0.9748158,0.00008070354,0.0000120344,0.00002035277,0.01534186,0.0002046723,0.00007465082,0.0003798599,0.009016461,0.00001737221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600886,0.0005863585,0.0001008699,0.004623594,0.00002999945,0.00002838655,0.001205416,0.00001262082,0.03332425],"genre_scores_gemma":[0.9960305,0.0003217409,0.00005164795,0.0001243328,0.000006121445,0.000008507218,0.0002151586,0.000004514325,0.003237346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07178248,"threshold_uncertainty_score":0.5208207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04290014485666509,"score_gpt":0.4180493536328795,"score_spread":0.3751492087762144,"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."}}