{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01547639,0.00004652075,0.0001224869,0.004371601,0.0007190212,0.00005935854,0.0006045121,0.00003533147,0.000502426],"category_scores_gemma":[0.00270311,0.00004140787,0.00002133822,0.002540367,0.001939049,0.0006251129,0.00005223654,0.0008238463,0.00001962736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004463055,"about_ca_system_score_gemma":0.003747806,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2200642,"about_ca_topic_score_gemma":0.09150297,"domain_scores_codex":[0.9974838,0.0004262534,0.000395868,0.0002135523,0.0009512242,0.0005293115],"domain_scores_gemma":[0.9984327,0.000347368,0.0001030778,0.0002168548,0.0003370097,0.0005629985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000124452,0.0001305661,0.9453988,0.000003805106,0.000001790187,0.0001225968,0.02694187,0.00005989891,0.005195013,0.01679679,0.003549784,0.001786656],"study_design_scores_gemma":[0.0002969331,0.00006922292,0.9818822,0.00006297381,5.307083e-7,0.0003262229,0.01504237,0.0001011521,0.000035096,0.00105016,0.001091107,0.00004201114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722747,0.00005788053,0.00001227007,0.002911403,0.00047898,0.0001156717,0.00000507665,0.000001631734,0.02414235],"genre_scores_gemma":[0.9971315,0.00001719942,0.001418682,0.00004836699,0.00006289905,0.00000404299,1.809635e-7,0.000002771357,0.001314312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1285612,"threshold_uncertainty_score":0.9250748,"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."}}