{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004197372,0.00002921478,0.00002726076,0.00003904799,0.0002934857,0.00001655688,0.0001192893,0.000002743195,0.004960583],"category_scores_gemma":[6.491654e-7,0.00003481435,0.0000217195,0.0002217454,0.00001634899,0.00004501659,0.00002083635,0.0000428575,0.0000642396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006237664,"about_ca_system_score_gemma":0.00009271136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01097329,"about_ca_topic_score_gemma":0.001402127,"domain_scores_codex":[0.9996697,0.000006824646,0.00004542413,0.00009072141,0.00007760707,0.0001097463],"domain_scores_gemma":[0.9997922,0.000005394427,0.0000174692,0.0001047734,0.000009140573,0.00007108413],"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":[8.978739e-7,0.00005490321,0.01589765,9.940535e-7,0.00001403613,0.000003779015,0.0008104161,0.0005734947,0.000458882,0.7036235,0.1600499,0.1185115],"study_design_scores_gemma":[0.00006331501,0.00001317021,0.005796415,3.530614e-7,0.000003595104,7.066277e-7,0.001539393,0.0006991127,0.0001194398,0.006871093,0.9848054,0.00008798379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6661294,0.0000253732,0.0006215228,0.006589454,0.000281675,0.0002321311,0.0003457062,0.00003107033,0.3257437],"genre_scores_gemma":[0.9937695,2.613714e-8,0.00003499322,0.0002099346,0.0000589572,0.00008814976,0.00003548956,0.000003098786,0.005799837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8247555,"threshold_uncertainty_score":0.995949,"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."}}