{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009158888,0.00004278879,0.00004046675,0.00009029484,0.0001178164,0.0001802001,0.00006094531,0.00003765169,0.00006002441],"category_scores_gemma":[0.0005075722,0.00004644562,0.00000757367,0.0003511902,0.00008836466,0.0003968069,0.00001506379,0.00006995251,0.00001181938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007474917,"about_ca_system_score_gemma":0.00217882,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02112587,"about_ca_topic_score_gemma":0.01999723,"domain_scores_codex":[0.9993269,0.00006299211,0.0001102695,0.0001558335,0.0002263817,0.0001175698],"domain_scores_gemma":[0.9996592,0.0001361994,0.00001821615,0.00005904179,0.0000902788,0.0000370885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004940231,0.0005487733,0.2823889,0.000163812,0.000004180195,4.275138e-7,0.1397903,0.000002762276,0.001093342,0.03824938,0.0103587,0.5273945],"study_design_scores_gemma":[0.0001085849,0.00004794739,0.2968487,0.0005533914,0.00001961581,0.000002240398,0.1095514,0.000290735,0.0003878886,0.08648838,0.5053571,0.0003439815],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665144,0.001100988,0.00001174676,0.001183226,0.00229328,0.0002507507,0.000008139976,0.00006748563,0.02856998],"genre_scores_gemma":[0.998469,0.00005860193,0.0004124227,0.00006506082,0.0005795276,0.00005762252,0.000009511685,0.000005038931,0.0003432242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5270506,"threshold_uncertainty_score":0.9978853,"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."}}