{"id":"W7097321647","doi":"","title":"DOI: 10.1080/03057267.2010.504543 Authors:","year":2013,"lang":"en","type":"article","venue":"","topic":"Chemical and Physical Properties of Materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Science education; Physics education; Medical physicist; Continuing education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007184907,0.002283893,0.001534898,0.00248432,0.001591824,0.007030632,0.001386038,0.002914313,0.9623832],"category_scores_gemma":[0.001685339,0.0009497912,0.0006758596,0.004490535,0.001197585,0.006292647,0.001710254,0.002130284,0.9633706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001102261,"about_ca_system_score_gemma":0.001184991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003519302,"about_ca_topic_score_gemma":0.003463965,"domain_scores_codex":[0.9996411,0.00002758217,0.00003738507,0.0001308767,0.0001113032,0.00005170088],"domain_scores_gemma":[0.9983107,0.0004211743,0.0001051606,0.0002064832,0.0004548108,0.0005015954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001572693,0.00009222078,0.0007933957,0.0004333848,0.00001589246,0.0001531838,0.00008981505,0.0001487909,0.001019185,0.002323733,0.6729705,0.3218025],"study_design_scores_gemma":[0.00002739736,0.00004189268,0.001774898,0.0003541894,0.000009931432,0.0002194011,0.0001147404,0.0001457459,0.0002154268,0.0005991583,0.9964825,0.00001474647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001151548,0.003319507,0.0005363552,0.001677217,0.001347161,0.00008745485,0.00443447,0.001211104,0.9862351],"genre_scores_gemma":[0.001416215,0.001670374,0.0003776708,0.0004908895,0.0002591458,0.0000524522,0.001985424,0.0003370732,0.9934108],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03761685,"threshold_uncertainty_score":0.0536558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01943160002069255,"score_gpt":0.2117063378884621,"score_spread":0.1922747378677695,"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."}}