{"id":"W1494949811","doi":"","title":"Students' Views of Science: A Comparison between Tertiary and Secondary School Students.","year":2011,"lang":"en","type":"article","venue":"Science educator","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Science education; Mathematics education; Higher education; Psychology; Pedagogy; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00163115,0.0001338228,0.0002125687,0.0001333626,0.0008578119,0.0001579747,0.001600002,0.00002883983,0.0006254397],"category_scores_gemma":[0.0002718301,0.00005742386,0.00003179852,0.002383816,0.003584345,0.0007428026,0.0006758265,0.0001298228,0.00006523654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008366031,"about_ca_system_score_gemma":0.0003980194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002441851,"about_ca_topic_score_gemma":0.00002781404,"domain_scores_codex":[0.9977102,0.00002620935,0.0003491438,0.0004734596,0.001077642,0.0003633162],"domain_scores_gemma":[0.9989674,0.00007918932,0.0001790907,0.0001182286,0.0004091699,0.0002469329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002249324,0.0002852307,0.9697173,0.000004183863,0.000007802383,1.158565e-7,0.001860552,1.353614e-8,0.01993275,0.0005349102,0.001138358,0.006516586],"study_design_scores_gemma":[0.00006221093,0.00009521225,0.9797496,0.00001869921,0.00001159208,0.000001041363,0.01115739,4.218505e-7,0.006056516,0.0003646884,0.002358059,0.0001246346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955001,0.0001755208,5.237996e-7,0.0003441756,0.0006795555,0.0002454125,0.00002060748,0.00002128803,0.00301282],"genre_scores_gemma":[0.9987705,0.00001222103,0.0005942344,0.0001743506,0.0001608022,0.00002295567,0.0000037346,6.968779e-7,0.0002605347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01387624,"threshold_uncertainty_score":0.9991273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08417417158021559,"score_gpt":0.3551679064526216,"score_spread":0.270993734872406,"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."}}