{"id":"W4241717265","doi":"10.1007/978-3-319-16772-5_1","title":"Overview","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"CenterLine (Canada)","funders":"","keywords":"Psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006552786,0.0002846405,0.0002793362,0.00007167731,0.00001364277,0.00002807808,0.0001520745,0.0003862931,0.003014856],"category_scores_gemma":[0.000004827373,0.0002645912,0.00008255957,0.00001462867,0.00001616823,0.00003569757,0.00003333248,0.0003906862,0.002288878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000115288,"about_ca_system_score_gemma":0.00002751386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002605847,"about_ca_topic_score_gemma":0.00001712824,"domain_scores_codex":[0.999289,0.000002265563,0.000186896,0.0001590147,0.0002178735,0.0001449413],"domain_scores_gemma":[0.9994443,0.00001172652,0.00001943927,0.0003619925,0.00005646551,0.0001060803],"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":[8.00113e-7,0.000003593617,0.000003372145,0.0001967237,0.000070826,0.0000745552,0.0001015249,0.0003385181,0.001349186,0.3022711,0.6942089,0.001380922],"study_design_scores_gemma":[0.00006330569,0.00000960965,0.000003753065,0.000145957,0.000037933,0.000008164326,7.556401e-7,0.00001078078,0.0001625163,0.0009343339,0.9982842,0.0003386515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003584494,0.00395487,0.00003766538,0.00001423189,0.0008092845,0.0001224526,0.00002094302,0.0009715113,0.9940332],"genre_scores_gemma":[0.001441912,0.0003020049,0.0005561723,0.00003145901,0.0002713398,0.000005513035,0.00005485038,0.0001711298,0.9971656],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3040753,"threshold_uncertainty_score":0.9999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05971251947426486,"score_gpt":0.2607669570338617,"score_spread":0.2010544375595968,"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."}}