{"id":"W4390029631","doi":"10.25071/2369-7326.40347","title":"Night Vision","year":2023,"lang":"en","type":"article","venue":"Pivot A Journal of Interdisciplinary Studies and Thought","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Artificial intelligence; Computer vision; Computer 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":[0.0003163537,0.0003277521,0.0002024106,0.0005985176,0.001926186,0.003695066,0.0004785148,0.001038824,0.08186101],"category_scores_gemma":[0.001010512,0.0001586285,0.0003495269,0.0003242998,0.0008117758,0.001066269,0.001668763,0.001690642,0.0206156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001375341,"about_ca_system_score_gemma":0.001369493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008114739,"about_ca_topic_score_gemma":0.01357745,"domain_scores_codex":[0.9997239,0.0000431797,0.000007349132,0.00005445811,0.0001037985,0.00006734524],"domain_scores_gemma":[0.9994425,0.00003926318,0.00002409138,0.00008044334,0.0002062976,0.0002073966],"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":[0.000412368,0.0001238768,0.004409601,0.0002598235,0.00004097864,0.0003893151,0.002016068,0.0001955612,0.01011159,0.09490225,0.5143292,0.3728093],"study_design_scores_gemma":[0.00001800522,0.00005704727,0.0099696,0.0001126962,0.000008660218,0.0005107161,0.001268992,0.000169957,0.001245919,0.01026763,0.9763471,0.00002368515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01459515,0.005211454,0.005246948,0.01120135,0.005305566,0.00004665457,0.0007307666,0.0005748528,0.9570872],"genre_scores_gemma":[0.3103889,0.003942148,0.004882237,0.007388751,0.001912868,0.00004231793,0.0009814617,0.0005171185,0.6699442],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08186101,"threshold_uncertainty_score":0.2738524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02630860002750345,"score_gpt":0.3574482656013324,"score_spread":0.3311396655738289,"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."}}