{"id":"W627026028","doi":"","title":"Night Icing Potential - Thermal Mapping","year":2008,"lang":"en","type":"article","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Icing; Nova scotia; Meteorology; Environmental science; Product (mathematics); Transport engineering; Engineering; Geography; Mathematics; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005234729,0.00005572021,0.00005208731,0.00001423615,0.0001537007,0.00000977336,0.00007234901,0.00002667511,0.008692064],"category_scores_gemma":[0.000004942638,0.0000468611,0.00002530653,0.00006122481,0.0001917637,0.0001694506,0.00007588844,0.00002750042,0.001879359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003940481,"about_ca_system_score_gemma":0.000003328787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002830366,"about_ca_topic_score_gemma":0.00001666288,"domain_scores_codex":[0.9994925,0.00001612161,0.00009393781,0.0001277087,0.0001312426,0.0001385406],"domain_scores_gemma":[0.9998376,0.000004885593,0.00002339464,0.00009963446,0.00000144417,0.00003300911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000005221415,0.00001102896,0.298115,0.000001313257,0.00000398642,0.00002238645,0.0002063443,0.0007077858,0.6981024,0.0000808502,0.001900066,0.0008435633],"study_design_scores_gemma":[0.0002216022,0.00001452996,0.9367248,0.00000322013,0.0000035253,0.0003001504,0.0000617421,0.0007053551,0.05655131,0.0001045656,0.005150981,0.0001581843],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690289,0.000001764781,0.002676883,0.00007210697,0.0004091979,0.00004979984,3.118423e-7,0.00007198835,0.02768902],"genre_scores_gemma":[0.9963982,0.000002299323,0.002780963,0.00009899811,0.00009237746,0.00000218233,0.000001089085,0.000004852175,0.000619019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6415511,"threshold_uncertainty_score":0.9988978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00945611504892036,"score_gpt":0.1755149739893795,"score_spread":0.1660588589404592,"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."}}