{"id":"W2945003725","doi":"10.14288/1.0376539","title":"Concentrations, properties, and sources of ice nucleating particles in remote Canadian environments","year":2019,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001936128,0.0004846384,0.0003438318,0.001443961,0.003142028,0.001428111,0.0006384486,0.0002592129,0.0008276469],"category_scores_gemma":[0.0004613228,0.0002834631,0.000329718,0.001764982,0.0006411206,0.0002355348,0.0006657293,0.0002942617,0.0001324418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0098285,"about_ca_system_score_gemma":0.005863015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9663745,"about_ca_topic_score_gemma":0.9868901,"domain_scores_codex":[0.9995152,0.00001220897,0.0000147099,0.0001106299,0.0002120882,0.0001352736],"domain_scores_gemma":[0.9995244,0.00003387743,0.00007629031,0.00001231893,0.0002737624,0.00007944104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004311924,0.0001215065,0.9178411,0.0001746561,0.0001118793,0.0008589604,0.004281328,0.00121517,0.04983433,0.000327322,0.00101696,0.02378559],"study_design_scores_gemma":[0.000005213188,0.0000289672,0.9929394,0.00001203866,0.0000293015,0.00009282002,0.001856927,0.0003290887,0.003135043,0.00002263389,0.001528758,0.00001984095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997031,0.0001726017,0.00006261731,0.00001760314,0.000001914099,0.00001268414,0.0007434356,0.000006585978,0.00195158],"genre_scores_gemma":[0.9963892,0.0003682137,0.0005934863,0.00002611142,0.00000259126,0.000008488073,0.001266059,0.00001080485,0.001335082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03362548,"threshold_uncertainty_score":0.07131106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008103185179986372,"score_gpt":0.1345303001256892,"score_spread":0.1264271149457028,"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."}}