{"id":"W4401011059","doi":"10.37119/ojs2024.v29i2.684","title":"Standards, Accountability, and Provincial Testing","year":2024,"lang":"en","type":"article","venue":"in education","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Accountability; Political science; Business; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003071193,0.0001391976,0.000180744,0.0006567264,0.01109401,0.002161383,0.001017575,0.0004201613,0.00178422],"category_scores_gemma":[0.01104929,0.0001681803,0.0001572022,0.001395846,0.007553637,0.0006857906,0.002974251,0.001005918,0.00007196361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03731101,"about_ca_system_score_gemma":0.05045488,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8953975,"about_ca_topic_score_gemma":0.9364048,"domain_scores_codex":[0.9924154,0.003210999,0.000229719,0.0002994929,0.001390476,0.002453892],"domain_scores_gemma":[0.9903928,0.003020956,0.001583549,0.0007110335,0.002222847,0.0020689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001449431,0.0002272343,0.5129355,0.0001017049,0.00002562886,0.00508406,0.34493,0.002570657,0.002074168,0.02586221,0.004039133,0.1020048],"study_design_scores_gemma":[0.00002856023,0.0002161144,0.4375385,0.0002339624,0.00003249033,0.001953324,0.495807,0.002283516,0.001577408,0.003392894,0.05683989,0.00009633123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788861,0.00009773886,0.0004856669,0.001294441,0.000009671544,0.00002458832,0.0000288726,0.00001495532,0.01915804],"genre_scores_gemma":[0.9989424,0.00002334363,0.0001141446,0.00002971311,9.486918e-7,0.000003948463,0.00000654495,0.000002284006,0.0008767337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8953975,"threshold_uncertainty_score":0.2707117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05891475636782306,"score_gpt":0.419069366923823,"score_spread":0.360154610556,"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."}}