{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002587849,0.0002095571,0.0002328182,0.0008875057,0.0005920451,0.0002357944,0.000416597,0.0002177784,0.0001852376],"category_scores_gemma":[0.0003505534,0.000208635,0.00003374829,0.001444116,0.0008377181,0.0004037977,0.0004199099,0.0006902713,0.001452183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001013131,"about_ca_system_score_gemma":0.0001947667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002402518,"about_ca_topic_score_gemma":0.00001177483,"domain_scores_codex":[0.997171,0.0001129281,0.0002961198,0.0007532623,0.0006142345,0.001052407],"domain_scores_gemma":[0.9985283,0.0003083982,0.00008359979,0.0001990649,0.0006052001,0.0002754518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001982201,0.0002707915,0.1738573,0.0001581824,0.000208625,0.00005493771,0.07620115,1.359517e-7,0.004640323,0.3214011,0.3197243,0.1032849],"study_design_scores_gemma":[0.001240135,0.0003588335,0.5799999,0.0002038097,0.00001816062,0.00005912402,0.044351,0.0001523338,0.0004966356,0.3399058,0.03254605,0.0006682014],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9058604,0.00005179927,0.00007598026,0.04849315,0.0007316408,0.0003811803,0.000002459025,0.0003490132,0.04405435],"genre_scores_gemma":[0.9875533,0.0003707815,0.0001741448,0.0001127367,0.0002941548,0.0002025278,0.00002155458,0.00003161759,0.01123918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4061426,"threshold_uncertainty_score":0.9993253,"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."}}