{"id":"W7161798340","doi":"10.82308/3296","title":"Environmental conditions favouring ice pellet aggregation","year":2008,"lang":"en","type":"dissertation","venue":"","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precipitation; Freezing rain; Rain and snow mixed; Atmosphere (unit); Precipitation types; Ice nucleus","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":[0.0001251048,0.000146722,0.0002153977,0.00015045,0.0007212146,0.0008431773,0.0002207814,0.0002084299,0.000843694],"category_scores_gemma":[0.0003648171,0.0001056717,0.000196784,0.0002774217,0.0002896595,0.0002121182,0.0002988526,0.0002156712,0.00007478601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003014776,"about_ca_system_score_gemma":0.002224593,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5507082,"about_ca_topic_score_gemma":0.6413785,"domain_scores_codex":[0.9998852,0.00001085226,0.000003578305,0.00001885535,0.0000298215,0.00005173975],"domain_scores_gemma":[0.9998424,0.00004459493,0.00002666427,0.000005874045,0.00005341526,0.00002700618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008679884,0.0002589328,0.666957,0.0003543642,0.0001625064,0.001642426,0.0008874662,0.07975862,0.2307121,0.001658727,0.001442116,0.01529763],"study_design_scores_gemma":[0.00001934152,0.0002013799,0.9570351,0.00001746331,0.0000549385,0.00009506211,0.001821344,0.02346801,0.01500915,0.0003258303,0.001918517,0.00003401217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975187,0.0001000785,0.0001690949,0.0000247242,0.000003103708,0.00001051518,0.0002114542,0.000009840544,0.001952584],"genre_scores_gemma":[0.9992562,0.0001109118,0.0001346201,0.000007205279,9.617434e-7,0.000003161641,0.0001668922,0.000002343964,0.0003176526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5507082,"threshold_uncertainty_score":0.9038755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005731118960343053,"score_gpt":0.2123994393332891,"score_spread":0.2066683203729461,"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."}}