{"id":"W4295599243","doi":"10.1029/2022gl099578","title":"How Are Mixed‐Phase Clouds Mixed?","year":2022,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Mixed phase; Phase (matter); Environmental science; Precipitation; Cascade; Atmospheric sciences; Meteorology; Physics; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005865745,0.0001788572,0.000205112,0.000004958204,0.001010224,0.0001322986,0.0008216121,0.00003581319,0.00281245],"category_scores_gemma":[0.0001126787,0.0001666395,0.0001450511,0.0008510057,0.0006645948,0.0001776376,0.001713496,0.000976307,0.0009833012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004423381,"about_ca_system_score_gemma":0.00001927708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005361248,"about_ca_topic_score_gemma":0.00002523526,"domain_scores_codex":[0.9956965,0.0004739144,0.0001422844,0.0006119117,0.00205333,0.0010221],"domain_scores_gemma":[0.9988669,0.0001955601,0.0000596115,0.0005439341,0.00001339409,0.0003206045],"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":[0.0001770892,0.001077197,0.006604408,0.00001454473,0.00004161602,0.0004721924,0.0004275921,0.0008476761,0.1980043,0.0008064958,0.7539862,0.03754065],"study_design_scores_gemma":[0.002395411,0.001323073,0.1054861,0.00001212333,0.00002362803,0.00002024569,0.003630846,0.003741981,0.004615637,0.002640097,0.8751937,0.0009171187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966624,0.00002879971,0.0003610906,0.0310402,0.0002549818,0.0002630357,0.0000239032,0.00005628529,0.001347734],"genre_scores_gemma":[0.9921342,0.000004055529,0.0002903613,0.001926956,0.0002720311,0.0002080871,0.0000136456,0.00003268763,0.005118015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1933886,"threshold_uncertainty_score":0.9997945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03050027110425248,"score_gpt":0.2953650286793617,"score_spread":0.2648647575751092,"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."}}