{"id":"W4383370319","doi":"","title":"DAYTIME RADIATIVE DEVICE","year":2022,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Graphite, nuclear technology, radiation studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Daytime; Radiative transfer; Environmental science; Geography; Physics; Atmospheric sciences; Optics","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":[],"category_scores_codex":[0.00551761,0.0004395773,0.0005702237,0.000428384,0.000889992,0.0003436606,0.002233864,0.0003338027,0.003091977],"category_scores_gemma":[0.002075672,0.0004960847,0.0002472447,0.0006328353,0.0005812038,0.0001432538,0.004058592,0.001009013,0.0004653478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002931076,"about_ca_system_score_gemma":0.0002649341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006043771,"about_ca_topic_score_gemma":0.0004429699,"domain_scores_codex":[0.991624,0.005382991,0.0006546566,0.001165532,0.000656378,0.0005164315],"domain_scores_gemma":[0.9938943,0.001500711,0.0008386464,0.002642152,0.0009657255,0.000158407],"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":[0.0001135167,0.003669709,0.02295444,0.0009013949,0.0009343067,0.00009143243,0.1078186,0.001956565,0.1790734,0.5451707,0.06856249,0.06875335],"study_design_scores_gemma":[0.002555003,0.000003737141,0.04907215,0.001548475,0.0003973817,0.00005148436,0.004263341,0.01666043,0.2242562,0.03866906,0.6588715,0.003651221],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8179286,0.006225623,0.01084227,0.02846432,0.001587936,0.001524525,0.000981012,0.002510261,0.1299355],"genre_scores_gemma":[0.9625567,0.0007081689,0.02795579,0.0003419732,0.00003359378,0.0002964804,0.0003934412,0.00009675129,0.00761712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5903091,"threshold_uncertainty_score":0.9997491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01638803594135874,"score_gpt":0.241520743793647,"score_spread":0.2251327078522883,"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."}}