{"id":"W4394881852","doi":"10.1145/3625468.3652170","title":"LENS","year":2024,"lang":"en","type":"article","venue":"","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Optics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000498291,0.001468495,0.0006340608,0.002248786,0.000770306,0.001904338,0.001309239,0.0009809872,0.01151065],"category_scores_gemma":[0.002220564,0.0003100558,0.0008350955,0.003028597,0.0002906481,0.002179965,0.001890398,0.0009368869,0.01794017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008472218,"about_ca_system_score_gemma":0.0009284109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0240926,"about_ca_topic_score_gemma":0.05459567,"domain_scores_codex":[0.9991204,0.00008032675,0.0000820834,0.0002961433,0.0002833027,0.0001377202],"domain_scores_gemma":[0.9989684,0.0001135043,0.0001212577,0.0003578517,0.00034418,0.00009484379],"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":[0.000675587,0.0002098671,0.03549946,0.001887691,0.0002690759,0.0003002697,0.0004606233,0.005298757,0.006969471,0.004429262,0.8481956,0.09580442],"study_design_scores_gemma":[0.00009387841,0.0001513608,0.04729186,0.0002245607,0.00005725492,0.0003911606,0.0006808556,0.008403289,0.004425847,0.002684101,0.9355141,0.00008172282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.02614459,0.001273099,0.004482762,0.0003314588,0.0002524088,0.0002278552,0.9391092,0.0118149,0.01636376],"genre_scores_gemma":[0.0170806,0.000386729,0.004168508,0.0001512922,0.00003727387,0.000119417,0.974492,0.0003574197,0.003206862],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0240926,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554279964529415,"score_gpt":0.2513621336117333,"score_spread":0.2358193339664391,"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."}}