{"id":"W2603539924","doi":"10.1017/s104909651600319x","title":"The Role of Social Group Membership on Classroom Participation","year":2017,"lang":"en","type":"article","venue":"PS Political Science & Politics","topic":"Communication in Education and Healthcare","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Citizen journalism; Psychology; Mathematics education; Race (biology); Politics; Critical thinking; Pedagogy; Political science; Sociology; Gender studies","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.000925997,0.000091847,0.0001183637,0.00006102463,0.002690398,0.0001644059,0.001195119,0.00008117537,0.0003548231],"category_scores_gemma":[0.001179828,0.00007129045,0.00005977037,0.00009057953,0.002854584,0.0001105694,0.0001333131,0.0002372216,0.000190645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002524233,"about_ca_system_score_gemma":0.0002960788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121787,"about_ca_topic_score_gemma":0.0001553808,"domain_scores_codex":[0.9978446,0.000155418,0.0003301579,0.0002156742,0.0004256351,0.001028454],"domain_scores_gemma":[0.9975455,0.0004866141,0.0001904832,0.001121383,0.000245518,0.0004104384],"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":[0.000006688429,0.0001305567,0.01863458,0.00000309169,0.000003458997,1.011357e-7,0.001917432,5.345933e-8,0.00004582803,0.9758998,0.0002042103,0.003154205],"study_design_scores_gemma":[0.0001283392,0.0000717183,0.7230027,0.000006618352,0.000009120007,0.00000104985,0.005582897,0.00006812738,0.0003343286,0.2315299,0.03918282,0.00008236939],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4059463,0.00003354892,0.00001248849,0.03348855,0.0008897624,0.0001613675,0.00001861978,0.00003165856,0.5594177],"genre_scores_gemma":[0.9971994,0.000002108046,0.00005898242,0.001108184,0.0003601058,0.00004073736,0.000002726979,0.000008261573,0.001219464],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7443699,"threshold_uncertainty_score":0.9998591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110419040441703,"score_gpt":0.4906406264971819,"score_spread":0.3802215860554789,"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."}}