{"id":"W4304687458","doi":"10.1002/sce.21774","title":"Humanistic school science: Research, policy, politics and classrooms","year":2022,"lang":"en","type":"article","venue":"Science Education","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Science education; Politics; Sociology; Normal science; Diversity (politics); Science, technology, society and environment education; Political science; Public administration; Public relations; Law; Pedagogy","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01128132,0.0002241394,0.0005443331,0.00201896,0.01340271,0.0148922,0.001397425,0.002729594,0.01911161],"category_scores_gemma":[0.009904571,0.0002087963,0.0002791428,0.002039985,0.02192241,0.005810019,0.009117642,0.004106108,0.0008954757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0151966,"about_ca_system_score_gemma":0.02769042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01647948,"about_ca_topic_score_gemma":0.0192814,"domain_scores_codex":[0.9902636,0.005600129,0.0001255658,0.0007671917,0.00111615,0.002127362],"domain_scores_gemma":[0.9850405,0.006769796,0.001433147,0.0007114001,0.001525486,0.004519674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007923033,0.001345991,0.02434622,0.0004804607,0.00002238747,0.0001775532,0.05539752,0.0003059385,0.0004716447,0.8131153,0.02454231,0.07971535],"study_design_scores_gemma":[0.00007308695,0.0003714749,0.07292158,0.001980785,0.00003166206,0.0001118766,0.3024826,0.0005434157,0.001666718,0.1677318,0.4520148,0.00007032626],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3240811,0.01524946,0.00119371,0.2537963,0.0009675761,0.0001675306,0.0001826985,0.00006174722,0.4042999],"genre_scores_gemma":[0.9814895,0.002029716,0.0002387897,0.004436685,0.0002431851,0.00006347968,0.00002522464,0.00001187462,0.01146167],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9865973,"threshold_uncertainty_score":0.1102595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5682367544309505,"score_gpt":0.5941662937649144,"score_spread":0.02592953933396391,"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."}}