{"id":"W2113840886","doi":"10.26522/brocked.v23i1.354","title":"Loose Coupling and Inhabited Institutions: Inclusion Policy and Teacher Strategies","year":2013,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Inclusion (mineral); Negotiation; Institution; Creativity; Diversity (politics); Pedagogy; Participant observation; Face (sociological concept); Sociology; Psychology; Mathematics education; Social psychology; Social science","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":[0.000240943,0.00008461023,0.00008549252,0.0002039501,0.001939894,0.0004661157,0.00009039116,0.00006630256,0.0002642716],"category_scores_gemma":[0.0007674434,0.00007689239,0.00001849018,0.0002412846,0.0002511379,0.0008087452,0.00007003035,0.0002317586,0.00002064538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001557644,"about_ca_system_score_gemma":0.002800056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001393414,"about_ca_topic_score_gemma":0.0002465553,"domain_scores_codex":[0.9992303,0.00009768049,0.0001800606,0.000115927,0.0001877916,0.0001883025],"domain_scores_gemma":[0.9992677,0.00006112496,0.0001070378,0.00005783371,0.000234307,0.0002719794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008581133,0.0004807556,0.07027471,0.00003852274,0.00004684847,3.379577e-7,0.6875368,0.00001593108,0.000697499,0.04415081,0.04917333,0.1475759],"study_design_scores_gemma":[0.0002156983,0.0000187295,0.1832633,0.00006715963,0.00001491618,0.00003094455,0.678139,0.0000148978,0.000006217587,0.01859593,0.1194665,0.0001667528],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9022557,0.005142097,0.0001644608,0.0835147,0.0005072803,0.0002110309,3.357083e-7,0.00004484961,0.00815958],"genre_scores_gemma":[0.9931951,0.0008807754,0.0004354238,0.0007941607,0.001280189,0.00002080814,0.000001524468,0.000005974449,0.00338607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1474091,"threshold_uncertainty_score":0.9993594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07842118137419415,"score_gpt":0.4061492831594241,"score_spread":0.3277281017852299,"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."}}