{"id":"W4362503830","doi":"10.1007/978-3-031-23936-6_2","title":"Changes in Discourse Patterns During Scientific Inquiry: A Co-teaching Model for Teacher Professional Learning","year":2023,"lang":"en","type":"book-chapter","venue":"Contemporary trends and issues in science education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Dialogic; Curriculum; Mathematics education; Pedagogy; Discourse analysis; Psychology; Sociology; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003318506,0.0004165148,0.0003249039,0.001698963,0.002852509,0.009047642,0.001760997,0.002106865,0.006843308],"category_scores_gemma":[0.01610164,0.0003737767,0.0004858322,0.001914628,0.006436343,0.009541682,0.003281459,0.002610484,0.001123242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003011911,"about_ca_system_score_gemma":0.002146928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002396994,"about_ca_topic_score_gemma":0.00325077,"domain_scores_codex":[0.9970693,0.001888923,0.00006725155,0.0003090207,0.0005522144,0.000113284],"domain_scores_gemma":[0.9814829,0.01508246,0.0006987298,0.001189278,0.00107503,0.0004716107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002115197,0.0002355902,0.009199097,0.0002521801,0.00002337077,0.000608608,0.5428067,0.0007254469,0.006402312,0.3462265,0.00314085,0.09016783],"study_design_scores_gemma":[0.00009183857,0.000328178,0.03829388,0.0007990202,0.000131367,0.002393155,0.4556379,0.03218699,0.01179736,0.3099343,0.1482891,0.0001169204],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3785034,0.001181973,0.1049096,0.007028696,0.0002770206,0.000332336,0.0002589112,0.0004489662,0.5070592],"genre_scores_gemma":[0.9374478,0.0004125258,0.02609306,0.0001701628,0.00006022997,0.000357053,0.0001788317,0.0002531621,0.03502711],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009047642,"threshold_uncertainty_score":0.02289313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1844027947684632,"score_gpt":0.4814502963206364,"score_spread":0.2970475015521732,"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."}}