{"id":"W2286707839","doi":"10.3389/fpsyg.2016.00146","title":"Bang Your Head: Using Heavy Metal Music to Promote Scientific Thinking in the Classroom","year":2016,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Psychology; Front (military); Head (geology)","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":[],"consensus_categories":[],"category_scores_codex":[0.004863266,0.0001004724,0.0001666833,0.000520246,0.0006387722,0.0001298709,0.0008931338,0.0001210904,0.0002317184],"category_scores_gemma":[0.0004071198,0.0000670773,0.00004700106,0.001583895,0.000621526,0.0002798318,0.00003797395,0.0001929448,0.00006537738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001747467,"about_ca_system_score_gemma":0.0002879276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000603665,"about_ca_topic_score_gemma":0.004632317,"domain_scores_codex":[0.9975034,0.0007482932,0.0002549873,0.0004922584,0.0004005732,0.0006004684],"domain_scores_gemma":[0.9993436,0.0000818066,0.00007098317,0.0003575077,0.00004590615,0.0001002165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007944745,0.0003811867,0.2643605,0.000004606115,0.0000128095,0.00002365243,0.3047006,0.00001038382,0.002926548,0.0114875,0.09895597,0.3170568],"study_design_scores_gemma":[0.0008211108,0.0000925674,0.05966313,0.00008056019,0.000009589837,0.00001367884,0.06760651,0.00006728032,0.0000634075,0.1006852,0.7705407,0.0003562726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9292747,0.0002261076,0.01425673,0.03384293,0.01358079,0.0004379998,0.000002675792,0.00002878424,0.008349258],"genre_scores_gemma":[0.9787241,0.00001892827,0.01536794,0.004387706,0.0004350222,0.00003184644,0.000001076346,0.00001051341,0.001022864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6715847,"threshold_uncertainty_score":0.4912984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1491583458087622,"score_gpt":0.4412518641235862,"score_spread":0.292093518314824,"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."}}