{"id":"W2770315337","doi":"10.3390/educsci7040084","title":"What Really Makes Secondary School Students “Want” to Study Physics?","year":2017,"lang":"en","type":"article","venue":"Education Sciences","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mathematics education; Sample (material); Science education; Psychology; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00328748,0.0001276821,0.0001441402,0.0001651142,0.00744375,0.006410358,0.002876226,0.00004355138,0.001950686],"category_scores_gemma":[0.001664344,0.0001171748,0.00004470419,0.000577178,0.0008759843,0.003781764,0.0001688185,0.0001494885,0.0009780687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001163961,"about_ca_system_score_gemma":0.005248528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004143731,"about_ca_topic_score_gemma":0.004456991,"domain_scores_codex":[0.997037,0.0003171082,0.0002440079,0.0005845789,0.001392735,0.0004245979],"domain_scores_gemma":[0.9981738,0.0001320138,0.0002492198,0.0006413404,0.000313376,0.000490247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000432089,0.001009927,0.5677326,0.000002530542,0.000009331637,7.101311e-7,0.1795849,0.000003186928,0.00005037112,0.01024396,0.01112393,0.2302343],"study_design_scores_gemma":[0.00010369,0.00008584972,0.5155819,0.0000326166,0.000006065846,4.480097e-7,0.4445615,0.000001251868,0.00005111944,0.004534028,0.03487504,0.0001664392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.87567,0.00009024471,0.00004307844,0.02945575,0.01238044,0.0007231171,0.000001398447,0.00005296286,0.08158299],"genre_scores_gemma":[0.9718102,0.00008430161,0.0006676196,0.001812318,0.001239213,0.0001083918,0.000001002995,0.00000585257,0.02427109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2649767,"threshold_uncertainty_score":0.9997998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1510345609350632,"score_gpt":0.5448196424720316,"score_spread":0.3937850815369685,"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."}}