{"id":"W4245016747","doi":"10.32920/ryerson.14661570.v1","title":"The Ontario parent involvement policy analysis","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Empowerment; Oppression; Socioeconomic status; Critical discourse analysis; Power (physics); Sentence; Psychology; Sociology; Public relations; Social psychology; Political science; Linguistics; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001153175,0.0002128656,0.0002803,0.0002211081,0.001114445,0.0009896985,0.0008831675,0.0001977075,0.001788436],"category_scores_gemma":[0.0001449501,0.0001662771,0.0004363977,0.0009127077,0.0002484369,0.00009708225,0.0008100308,0.0004258438,0.00003702136],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004519925,"about_ca_system_score_gemma":0.004722984,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9445361,"about_ca_topic_score_gemma":0.9963526,"domain_scores_codex":[0.9972889,0.0003772712,0.0004263521,0.000503666,0.0009267564,0.0004770695],"domain_scores_gemma":[0.9983359,0.0001442325,0.0002686958,0.0008076886,0.0002587917,0.000184708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009967855,0.001300275,0.4112127,0.00004539603,0.005515332,0.000004817929,0.4587642,0.001845922,0.00002804464,0.08990915,0.02402238,0.007341881],"study_design_scores_gemma":[0.0001275115,0.00001934757,0.1920571,0.00007164751,0.001444582,6.991373e-8,0.1508415,0.0001303309,0.0002425766,0.01637289,0.6379367,0.0007557721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7641975,0.001022932,0.0006692929,0.02052147,0.00448908,0.001033491,0.00001809836,0.0001670045,0.2078811],"genre_scores_gemma":[0.9417282,0.00150448,0.0005093187,0.0007234027,0.0007689754,0.0002804003,0.0005814006,0.00001169523,0.05389218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6139143,"threshold_uncertainty_score":0.9993016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09965845125574763,"score_gpt":0.3926704642679575,"score_spread":0.2930120130122099,"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."}}