{"id":"W1989412404","doi":"10.1002/tea.20259","title":"Representations of scientists in Canadian high school and college textbooks","year":2008,"lang":"en","type":"article","venue":"Journal of Research in Science Teaching","topic":"Science Education and Perceptions","field":"Psychology","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Rhetorical question; Mathematics education; Semiotics; Sample (material); Sociology; Domain (mathematical analysis); Psychology; Pedagogy; Epistemology; Linguistics; Chemistry; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002831744,0.0003270476,0.0004172149,0.007417036,0.004322533,0.005699642,0.001215101,0.0009032544,0.002970493],"category_scores_gemma":[0.02114753,0.0002296378,0.000204742,0.007523342,0.005658575,0.001238267,0.00293734,0.0009552175,0.0001579443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01829685,"about_ca_system_score_gemma":0.01673251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.712844,"about_ca_topic_score_gemma":0.7601009,"domain_scores_codex":[0.9971583,0.0004991809,0.0001418675,0.0002251412,0.001630003,0.0003456482],"domain_scores_gemma":[0.987336,0.004399007,0.00268176,0.0005062915,0.003693272,0.001383635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001110513,0.00007208269,0.1863015,0.0002482033,0.00003068661,0.0006044453,0.7612544,0.0002273249,0.003785303,0.006916748,0.002098787,0.03834959],"study_design_scores_gemma":[0.00002361271,0.00008459287,0.3684031,0.0002473954,0.00004339817,0.0004534319,0.5723743,0.0005794153,0.001135486,0.001730936,0.0548222,0.0001022222],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906752,0.0002747467,0.0002411746,0.0002934903,0.00001095325,0.00002635598,0.0001471723,0.000009992322,0.008321061],"genre_scores_gemma":[0.9975458,0.0003027906,0.0002431464,0.00006307073,0.000004407304,0.000009376226,0.0001622636,0.000005087751,0.001664146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9956775,"threshold_uncertainty_score":0.5776943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2033052818111842,"score_gpt":0.5371441528203745,"score_spread":0.3338388710091903,"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."}}