{"id":"W4406585523","doi":"10.1016/s0967-0653(98)83934-3","title":"10.1016/s0967-0653(98)83934-3","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Precipitation Measurement and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental science; Remote sensing; Microwave; Atmospheric sciences; Ice water; Meteorology; Climatology; Geology; Geography; Computer science; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002254226,0.0000968361,0.0001236892,0.00007909277,0.0001043019,0.00006287079,0.0001877742,0.00003343876,0.9998805],"category_scores_gemma":[0.0000249002,0.00008360713,0.00006394833,0.0002890014,0.0000198824,0.0001519525,0.000003526855,0.00005850941,0.9995995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003034805,"about_ca_system_score_gemma":0.00001674681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001900042,"about_ca_topic_score_gemma":0.00001783219,"domain_scores_codex":[0.9991424,0.00005118722,0.000143961,0.0001820616,0.0002701055,0.0002102941],"domain_scores_gemma":[0.9996029,0.00003887217,0.00002336205,0.0001516367,0.00003170769,0.0001515072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002791593,0.000007823832,0.0000141582,0.00000174807,0.00001891263,0.000001775062,0.00001677865,0.001073287,0.000002512778,1.002949e-7,0.1681605,0.8306745],"study_design_scores_gemma":[0.0001081703,0.00005826582,0.001356913,0.000005889544,0.00002360614,9.01358e-7,0.000001828503,0.001852082,0.00001802239,0.00001421865,0.9964304,0.0001296892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000941639,0.0001039381,0.000001231304,0.0002598221,0.000001767909,0.00006921896,0.00002382904,0.0000659949,0.9985325],"genre_scores_gemma":[0.001206462,5.987758e-7,0.0001475765,0.00006670829,0.0001149928,9.706092e-7,0.0001042056,0.000002828276,0.9983557],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8305448,"threshold_uncertainty_score":0.34094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0115392574122146,"score_gpt":0.1696688031519089,"score_spread":0.1581295457396943,"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."}}