{"id":"W2094986284","doi":"10.1029/2005gl024244","title":"The Brewer reference triad","year":2005,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Triad (sociology); Environmental science; Calibration; Remote sensing; Statistics; Geology; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007763169,0.001235073,0.001782748,0.006074591,0.002946374,0.005582098,0.003087271,0.002370156,0.04488007],"category_scores_gemma":[0.01407115,0.0005003018,0.000632273,0.007232623,0.001240932,0.003248492,0.004225085,0.002711378,0.06458341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003890956,"about_ca_system_score_gemma":0.008968803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05035204,"about_ca_topic_score_gemma":0.04957021,"domain_scores_codex":[0.9890406,0.002127255,0.0009905946,0.001326557,0.005677529,0.0008374747],"domain_scores_gemma":[0.9840012,0.000490249,0.001104738,0.002114858,0.01170877,0.0005802138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004445562,0.0001214628,0.008200533,0.0004078071,0.0000629467,0.0002737654,0.0003179909,0.000450657,0.003049139,0.0383623,0.7538838,0.194425],"study_design_scores_gemma":[0.00002181153,0.00005286734,0.005037842,0.0001588929,0.00001594597,0.0001924061,0.000095309,0.0001772041,0.0007607027,0.002524595,0.990936,0.00002639658],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0240119,0.05742763,0.09069987,0.02376805,0.0121703,0.002172029,0.1159579,0.008373638,0.6654187],"genre_scores_gemma":[0.08278877,0.02605244,0.1105833,0.006982141,0.001972827,0.003555615,0.2573173,0.002920179,0.5078275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05035204,"threshold_uncertainty_score":0.1501388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04958160829918827,"score_gpt":0.3095569691124595,"score_spread":0.2599753608132712,"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."}}