{"id":"W4386985827","doi":"10.1057/978-1-349-96073-6_188","title":"Ontario Student Assistance Program (OSAP)","year":2023,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan UK eBooks","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ohio State University","keywords":"Computer science; Psychology","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":[0.0006502917,0.0004842689,0.0003179732,0.001290506,0.005596858,0.002864342,0.001019838,0.001173251,0.3801041],"category_scores_gemma":[0.001334691,0.0004116834,0.0003422721,0.002076451,0.0008272054,0.0007701515,0.001421397,0.0009858378,0.07935387],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01991542,"about_ca_system_score_gemma":0.06244288,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8328621,"about_ca_topic_score_gemma":0.9701949,"domain_scores_codex":[0.999303,0.00003187409,0.00001480054,0.00006343921,0.0003826122,0.0002042884],"domain_scores_gemma":[0.9985434,0.00007126799,0.00003720208,0.00005817933,0.0006729816,0.0006169396],"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":[0.00002852735,0.00001896164,0.0007654582,0.00005361917,0.000001254654,0.00007829106,0.0003571092,0.00004350628,0.0001466581,0.009186059,0.9426233,0.04669726],"study_design_scores_gemma":[0.000003069376,0.000004140092,0.0011049,0.00001342347,6.865018e-7,0.00001838058,0.0001366765,0.00003180969,0.00004193169,0.0001601692,0.9984822,0.00000267395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003661202,0.001273983,0.0003371766,0.007113297,0.0009692478,0.0001051193,0.004278137,0.0003445333,0.9819173],"genre_scores_gemma":[0.001923768,0.0002329712,0.0001724448,0.0001582959,0.00001808924,0.00001073983,0.0002342494,0.0000323161,0.9972171],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9800846,"threshold_uncertainty_score":0.8842063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07282592305710264,"score_gpt":0.3712442372662303,"score_spread":0.2984183142091277,"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."}}