{"id":"W2924853560","doi":"","title":"“Talking science”: Exploring dialogue in the Franco-Ontarian high school science classroom context","year":2018,"lang":"en","type":"article","venue":"2019 Conference of the Canadian Society for the Study of Education","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Context (archaeology); Presentation (obstetrics); Pedagogy; Science education; Mathematics education; Exploratory research; Sociology; Psychology; Social science; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":["sts"],"category_scores_codex":[0.008446394,0.0001221318,0.0001804546,0.0001476078,0.003622059,0.0002588866,0.002776626,0.00006236793,0.00006217212],"category_scores_gemma":[0.003678396,0.000076809,0.0001255142,0.001824297,0.00456078,0.0005229257,0.00009242045,0.0002994874,0.000003970574],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008687975,"about_ca_system_score_gemma":0.01423969,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7950316,"about_ca_topic_score_gemma":0.9040611,"domain_scores_codex":[0.9977056,0.000295722,0.0002925094,0.0003209961,0.000843133,0.0005420622],"domain_scores_gemma":[0.9973633,0.0005469829,0.0002983204,0.0007008279,0.0009330545,0.0001574905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009419951,0.0002033559,0.04411369,0.00001600966,0.00004233645,9.573436e-8,0.8037105,0.00002789851,0.001484472,0.06691889,0.001986688,0.08148662],"study_design_scores_gemma":[0.0003635073,0.0001837252,0.3102002,0.00009922624,0.00005511758,5.106326e-7,0.6752377,0.0001321495,0.0005187645,0.003754953,0.009282289,0.0001719243],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868367,0.0001177717,0.0001199815,0.004294174,0.002966183,0.001616213,0.000009134031,0.000008623594,0.004031249],"genre_scores_gemma":[0.9977117,0.00001066855,0.0009441755,0.0004148675,0.0004086024,0.0001446484,0.00000112335,0.000008192023,0.0003559746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2660865,"threshold_uncertainty_score":0.9981483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06776244024042576,"score_gpt":0.3363024757154051,"score_spread":0.2685400354749793,"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."}}