{"id":"W4312695150","doi":"10.33137/ic.v32i.38728","title":"Illumination","year":2022,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004005864,0.0006174616,0.0004023665,0.0006386376,0.002244574,0.003056558,0.0008625807,0.001180428,0.145483],"category_scores_gemma":[0.001043149,0.0003554549,0.0006239893,0.0005167659,0.0005727884,0.001201131,0.001971364,0.002192907,0.07096823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001336923,"about_ca_system_score_gemma":0.0009515347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003093404,"about_ca_topic_score_gemma":0.004825889,"domain_scores_codex":[0.9993907,0.0000420006,0.00001046946,0.0001644969,0.000279139,0.0001131178],"domain_scores_gemma":[0.9993247,0.00003503449,0.00002030208,0.0001048497,0.0003973498,0.0001179395],"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":[0.0003588739,0.00009770432,0.001786115,0.0002652027,0.00002587046,0.0004087648,0.00058726,0.0007786285,0.05028824,0.02336136,0.6905089,0.2315331],"study_design_scores_gemma":[0.00002432813,0.00005563414,0.002144674,0.00006682493,0.00001179307,0.0003642256,0.0002361221,0.0007252273,0.009671357,0.002158942,0.984511,0.00002979412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01222491,0.002479378,0.02839561,0.008123764,0.006731324,0.0001781382,0.002455909,0.00561889,0.9337921],"genre_scores_gemma":[0.1309943,0.002723334,0.01399441,0.006296185,0.001854381,0.0002122795,0.003286292,0.002703493,0.8379353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.145483,"threshold_uncertainty_score":0.4866892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006542023741488216,"score_gpt":0.2171841871849159,"score_spread":0.2106421634434276,"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."}}