{"id":"W1994342658","doi":"10.1007/s11422-012-9475-2","title":"From authoritative discourse to internally persuasive discourse: discursive evolution in teaching and learning the language of science","year":2012,"lang":"en","type":"article","venue":"Cultural Studies of Science Education","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Science education; Process (computing); Nature of Science; Sociology; Epistemology; Linguistics; Pedagogy; Computer science; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001394253,0.00009286589,0.0001390106,0.0001230135,0.0007027995,0.00003510639,0.0003468851,0.00001785668,0.00000959862],"category_scores_gemma":[0.001988502,0.00005406251,0.00002327672,0.000521882,0.005554753,0.0008318129,0.0001520435,0.000204435,0.000003606696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002417405,"about_ca_system_score_gemma":0.0002240466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005069889,"about_ca_topic_score_gemma":0.0001425783,"domain_scores_codex":[0.9988918,0.0001273429,0.0001956068,0.0002388192,0.000278394,0.0002680339],"domain_scores_gemma":[0.9990472,0.0002852789,0.0001913028,0.0001197699,0.0002922446,0.00006422334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001544186,0.0001191567,0.05731227,0.000008421885,0.00001564717,6.304652e-8,0.8861604,0.00002111193,0.01162716,0.03841653,0.0002792716,0.006024511],"study_design_scores_gemma":[0.00002961825,0.00004230948,0.4430834,0.00005922893,0.000007244817,0.000001126273,0.5562464,0.000002180906,0.0001478544,0.000326367,0.00001323076,0.00004103478],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889327,0.003529304,0.00002420237,0.003476221,0.001654161,0.0001885125,0.000004511139,0.000005471336,0.002184918],"genre_scores_gemma":[0.9983723,0.00001628038,0.0006708418,0.00002217163,0.0002007126,0.00003333301,0.000002383388,0.000002532541,0.0006794605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3857712,"threshold_uncertainty_score":0.9971516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05056779346561834,"score_gpt":0.4599015426830184,"score_spread":0.4093337492174001,"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."}}