{"id":"W272690673","doi":"10.2172/1040698","title":"Final Report to DOE","year":2012,"lang":"en","type":"report","venue":"","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Aerosol; Environmental science; Meteorology; Minor (academic); Computer science; Operations research; Climatology; Geography; Engineering; Political science; Geology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003672476,0.00126323,0.000585716,0.002493832,0.001410283,0.003891853,0.001918563,0.001677857,0.1132114],"category_scores_gemma":[0.00387471,0.0004559533,0.0008398279,0.002439125,0.000333982,0.001820336,0.001369512,0.001608541,0.0598576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00384,"about_ca_system_score_gemma":0.009967596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02090117,"about_ca_topic_score_gemma":0.01763874,"domain_scores_codex":[0.9965293,0.0003741932,0.0001335008,0.0002411813,0.002323088,0.0003987949],"domain_scores_gemma":[0.9955506,0.0001641592,0.0001081617,0.0004118991,0.003534488,0.0002307347],"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":[0.0002430419,0.0002089041,0.001101046,0.0003903414,0.00003221869,0.0001377272,0.00007724722,0.0009903578,0.00329943,0.009552815,0.8947941,0.08917286],"study_design_scores_gemma":[0.00001760072,0.00008815782,0.0007370043,0.00006329383,0.00000860016,0.00003799414,0.00007824656,0.0001049194,0.002064907,0.0008622113,0.9959276,0.000009440026],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007742978,0.003251322,0.009138845,0.007945776,0.006086898,0.002714469,0.112748,0.002391701,0.8479801],"genre_scores_gemma":[0.03221045,0.007853461,0.02076684,0.002114099,0.0007398986,0.002038374,0.1255258,0.002084287,0.8066667],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1132114,"threshold_uncertainty_score":0.37873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08505549602493745,"score_gpt":0.2925127384982947,"score_spread":0.2074572424733573,"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."}}