{"id":"W3132314044","doi":"10.3390/atmos12030295","title":"Validation of CloudSat-CPR Derived Precipitation Occurrence and Phase Estimates across Canada","year":2021,"lang":"en","type":"article","venue":"Atmosphere","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Canadian Space Agency","keywords":"Precipitation; Environmental science; Snow; Climatology; Satellite; Climate change; Latitude; Meteorology; Atmospheric sciences; Geography; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005939362,0.00007416528,0.0001147796,2.74399e-7,0.0001621508,0.00002740682,0.00005034092,0.0000238001,0.0008074333],"category_scores_gemma":[0.0001298284,0.00006846857,0.00001630929,0.0001674463,0.00004452725,0.0001037033,0.0000126143,0.0000382217,0.000003147949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000499005,"about_ca_system_score_gemma":0.000127586,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2426751,"about_ca_topic_score_gemma":0.616586,"domain_scores_codex":[0.9994025,0.00002040449,0.0001555634,0.0001516771,0.0001307939,0.0001390713],"domain_scores_gemma":[0.999488,0.0001834083,0.00007442535,0.00009571155,0.0001099445,0.00004851651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001659415,0.00002262339,0.8958101,0.00004336033,0.00003227166,0.000008859796,0.0009272405,0.00575446,0.0002327433,0.00001699428,0.001738474,0.09539624],"study_design_scores_gemma":[0.0004838548,0.00005874351,0.9781104,0.00002351702,0.00002193453,0.000005291006,0.002914692,0.01027114,0.00420412,0.000127216,0.003651414,0.0001277184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967204,0.002070921,0.0002652151,0.000199188,0.0002405475,0.00006453205,0.0002604857,0.00001060533,0.0001681111],"genre_scores_gemma":[0.995903,0.0001578985,0.003513998,0.00008184841,0.00002248703,0.000001091933,0.0002763468,0.000001356393,0.00004196393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3739108,"threshold_uncertainty_score":0.8840829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02009639848987926,"score_gpt":0.2588317215995541,"score_spread":0.2387353231096749,"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."}}