{"id":"W4362475993","doi":"10.24908/iqurcp16349","title":"Streaming And Inclusivity","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Psychology of Development and Education","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Curriculum; Indigenous; Competence (human resources); Sociology; Variety (cybernetics); Socioeconomic status; Public relations; Pedagogy; Political science; Psychology; Social psychology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002280816,0.000247519,0.0003893131,0.001281747,0.003546149,0.006764133,0.0008373333,0.0007797401,0.00761033],"category_scores_gemma":[0.01215931,0.0002309841,0.0004524431,0.001043447,0.005270351,0.003010668,0.006471284,0.001996374,0.0003559524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001382229,"about_ca_system_score_gemma":0.001790804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002227269,"about_ca_topic_score_gemma":0.003210299,"domain_scores_codex":[0.9970549,0.001386357,0.0001655368,0.0003409513,0.0006877172,0.0003645332],"domain_scores_gemma":[0.9897162,0.002611033,0.003332991,0.00070189,0.001151527,0.002486333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004803888,0.001033033,0.4426274,0.0008981585,0.0001331752,0.001694448,0.2211314,0.0004143265,0.003533139,0.0594742,0.005265477,0.2633149],"study_design_scores_gemma":[0.00004160807,0.0009255472,0.5408582,0.001646899,0.0001579145,0.002952608,0.2846649,0.0007560463,0.002640725,0.04904325,0.1161802,0.0001320947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.939504,0.002020923,0.002118243,0.002668884,0.0001934086,0.00004753533,0.00005445261,0.00004335673,0.05334925],"genre_scores_gemma":[0.9957208,0.0008394321,0.0006823959,0.0002931225,0.00007519233,0.00002055899,0.00002761211,0.00001621768,0.002324677],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00761033,"threshold_uncertainty_score":0.02545905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1780389453831335,"score_gpt":0.4527030836237842,"score_spread":0.2746641382406507,"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."}}