{"id":"W6910431388","doi":"10.4224/23002272","title":"The art and the science","year":2017,"lang":"en","type":"article","venue":"NPARC","topic":"Science Education and Perceptions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.0008769311,0.00001976866,0.00002000491,0.00001046215,0.002628872,0.000294798,0.0004687067,0.000008212315,0.001720885],"category_scores_gemma":[0.0002238119,0.000008808598,0.000009167305,0.00004159731,0.00319571,0.00006798442,0.0000402873,0.00004722501,0.0008652337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003941401,"about_ca_system_score_gemma":0.00003496938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001738071,"about_ca_topic_score_gemma":0.00002485037,"domain_scores_codex":[0.9996664,0.00002223218,0.00003454287,0.00008684528,0.00008797849,0.0001020324],"domain_scores_gemma":[0.9993418,0.00009540115,0.00002599996,0.0004811234,0.00002461214,0.00003105033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000009324623,0.00001054111,0.002857843,1.485405e-7,0.000001763852,1.308098e-7,0.007155908,4.379361e-8,0.001410797,0.8041077,0.1269488,0.05749694],"study_design_scores_gemma":[0.0002378314,0.000006417642,0.6657587,0.000001143178,0.000002313389,0.000009523969,0.002634709,0.00005976065,0.00002485696,0.03037918,0.3008548,0.00003084223],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1974087,0.00001235757,0.00001724327,0.06247239,0.00123097,0.00005077211,3.306248e-7,0.000005734396,0.7388015],"genre_scores_gemma":[0.96053,0.00001351025,0.0000677124,0.0004995345,0.00009431176,0.00001553,4.637143e-8,9.276815e-7,0.03877842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7737285,"threshold_uncertainty_score":0.9999127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07586006309941973,"score_gpt":0.4193352497413297,"score_spread":0.34347518664191,"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."}}