{"id":"W4249743968","doi":"10.1007/978-3-662-53120-4_300332","title":"Inductive Heating","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Induction Heating and Inverter Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Materials science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003124802,0.0001998743,0.0002279174,0.0001514523,0.00002763998,0.00001015346,0.00009665365,0.0005150862,0.001205301],"category_scores_gemma":[0.000003726293,0.0001991723,0.00006047582,0.00001461958,0.00003075766,0.00004608783,0.00002439677,0.0005701749,0.00172551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009358555,"about_ca_system_score_gemma":0.0000172552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001070206,"about_ca_topic_score_gemma":0.000003496222,"domain_scores_codex":[0.999415,0.000001668792,0.0001791736,0.0001714063,0.00008135755,0.0001513354],"domain_scores_gemma":[0.9996428,0.00001462547,0.00002412801,0.000265163,0.00003065565,0.00002255814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001381432,0.000003073874,0.00001286209,0.0001418755,0.0001962384,0.000005662496,0.0001603507,0.0005874332,0.0006206124,0.8812491,0.04511683,0.07190458],"study_design_scores_gemma":[0.0002015011,0.00009883997,0.000004779793,0.0002628615,0.0000387235,0.00005523138,0.00007751334,0.01010941,0.00286846,0.03395822,0.9514004,0.0009240667],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002120335,0.000115917,0.0005913478,0.0000328277,0.001091519,0.0001099171,0.000004376696,0.0012218,0.9966202],"genre_scores_gemma":[0.0118809,0.00005003679,0.001184362,0.00009299989,0.0003073162,0.000004267694,0.00001483839,0.0001063627,0.9863589],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9062836,"threshold_uncertainty_score":0.9997078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01605382318043247,"score_gpt":0.1919762005832089,"score_spread":0.1759223774027764,"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."}}