{"id":"W1587170667","doi":"10.22329/jtl.v8i2.3126","title":"Valuable but Flawed: Stakeholder Perceptions of the Ontario Mandatory Community Involvement Program","year":2012,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Youth Development and Social Support","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Stakeholder; Graduation (instrument); Government (linguistics); Consistency (knowledge bases); Work (physics); Christian ministry; Public relations; Perception; Medical education; Political science; Psychology; Public administration; Medicine; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.008626327,0.00006085663,0.0001411677,0.00004216128,0.002791846,0.00005307587,0.0001721757,0.00005622756,0.0001508534],"category_scores_gemma":[0.0003485783,0.00004344508,0.00008135633,0.00005388569,0.0001399969,0.0002902902,0.00005934825,0.001805157,0.000001195392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001755174,"about_ca_system_score_gemma":0.0002467086,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03225756,"about_ca_topic_score_gemma":0.01046659,"domain_scores_codex":[0.9974263,0.001708083,0.0002483812,0.00003389685,0.0003780795,0.0002052009],"domain_scores_gemma":[0.999339,0.0001271593,0.0002939606,0.00005961888,0.00007609774,0.0001041553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003173621,0.00009407947,0.6944102,0.000005591211,0.00002307683,1.793501e-7,0.2938478,0.000006359668,0.00004634061,0.0001815486,0.0001773312,0.01120429],"study_design_scores_gemma":[0.0001760148,0.00006558571,0.7473919,0.00006685482,0.00004206941,0.000002407686,0.1486136,0.00000150368,0.000006527129,0.00006390554,0.1035027,0.00006692212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852584,0.00008613567,0.00003248343,0.0002267966,0.0002920182,0.00008585734,2.495667e-7,0.00001153719,0.01400654],"genre_scores_gemma":[0.9914924,0.00001667135,0.001383774,0.0000570593,0.0001876741,0.000001399959,7.713164e-7,0.000004890071,0.00685537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1452342,"threshold_uncertainty_score":0.9985064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08325290253084505,"score_gpt":0.3309710394617838,"score_spread":0.2477181369309387,"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."}}