{"id":"W326292106","doi":"10.55016/ojs/jet.v25i3.44312","title":"Collaborative Inquiry and the Professional Development of Science Teachers","year":2018,"lang":"en","type":"article","venue":"Journal of educational thought.","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Science education; Professional development; Faculty development; Pedagogy; Psychology; Mathematics education; Sociology","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":[0.02197134,0.0004107468,0.0003654911,0.001669248,0.00846769,0.009378381,0.001955742,0.0030476,0.003686507],"category_scores_gemma":[0.03814151,0.0004190199,0.0003101933,0.001085999,0.04232643,0.008295285,0.01321918,0.003060705,0.0007103034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004165831,"about_ca_system_score_gemma":0.01005607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002514583,"about_ca_topic_score_gemma":0.00288625,"domain_scores_codex":[0.9509657,0.04050434,0.0007269179,0.001942927,0.004343765,0.001516446],"domain_scores_gemma":[0.9586576,0.03153761,0.002496641,0.002937387,0.001628406,0.002742324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000375229,0.0001927802,0.002484785,0.0002834321,0.00001525242,0.0003786732,0.1893547,0.0005198585,0.0004416303,0.7307428,0.003237478,0.07231119],"study_design_scores_gemma":[0.0001006374,0.0001866457,0.002409502,0.000512882,0.00001184907,0.001066375,0.1117028,0.001576909,0.00085256,0.5800411,0.3015025,0.00003627997],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2687691,0.01856313,0.1410489,0.05420177,0.0007641595,0.0004985734,0.00003473883,0.0002565305,0.5158631],"genre_scores_gemma":[0.9433508,0.002785817,0.02783573,0.0009773013,0.000125148,0.0002513204,0.00002322686,0.00004518659,0.02460536],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02197134,"threshold_uncertainty_score":0.116197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06377077826866163,"score_gpt":0.4664810392216761,"score_spread":0.4027102609530144,"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."}}