{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006542184,0.0002413517,0.0002819658,0.002890452,0.007978372,0.003407252,0.001401689,0.001122936,0.007961242],"category_scores_gemma":[0.01310075,0.0003749616,0.0003100412,0.005778321,0.002508208,0.001473581,0.001861707,0.0009389606,0.0004910509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.135743,"about_ca_system_score_gemma":0.1841666,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9619684,"about_ca_topic_score_gemma":0.9584186,"domain_scores_codex":[0.9938534,0.001373141,0.0001910058,0.0004908813,0.002756527,0.001335028],"domain_scores_gemma":[0.9868671,0.004283718,0.001013639,0.0007221584,0.006010124,0.001103299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003845515,0.0001938553,0.08896004,0.0009218794,0.00004493531,0.001609723,0.1232569,0.003924803,0.002351793,0.4693547,0.1629433,0.1460535],"study_design_scores_gemma":[0.00002978402,0.00005988162,0.1032618,0.0004097798,0.00004270011,0.0001136981,0.04090655,0.003284705,0.001236459,0.0075909,0.8429996,0.00006421169],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.382394,0.003091783,0.00871545,0.03076349,0.0002462333,0.001370337,0.007621223,0.0002649274,0.5655325],"genre_scores_gemma":[0.7956499,0.002985796,0.01246923,0.001990879,0.00007671081,0.001603618,0.002606452,0.0001330895,0.1824843],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.135743,"threshold_uncertainty_score":0.9848889,"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."}}