{"id":"W4398680476","doi":"10.7910/dvn/8qpl75/ci4x8m","title":"iqa20120509_03.txt.gz","year":2021,"lang":"en","type":"dataset","venue":"Harvard Dataverse","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Riometer; Shortwave; Simple (philosophy); Absorption (acoustics); Computer science; Remote sensing; Environmental science; Physics; Ionosphere; Geography; Optics; Radiative transfer; Astronomy; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009930873,0.0004062907,0.0004073114,0.00007762278,0.0001856602,0.0001502207,0.0009200785,0.0005106517,0.8990238],"category_scores_gemma":[0.0001273483,0.0004432063,0.0001895194,0.0001782592,0.0001039254,0.0001497598,0.0004961987,0.0007596791,0.6755778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390782,"about_ca_system_score_gemma":0.0002578619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003784425,"about_ca_topic_score_gemma":0.0002726308,"domain_scores_codex":[0.9980459,0.00002455994,0.000370259,0.0007545659,0.0003644701,0.0004402238],"domain_scores_gemma":[0.996662,0.00009325999,0.0002009903,0.002749581,0.00007517567,0.0002190498],"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":[0.00001521003,0.0001673215,0.000002883916,0.000252558,0.0001174831,0.0001212761,0.000007059162,0.000001625922,0.00177152,0.00006594334,0.9973909,0.00008616692],"study_design_scores_gemma":[0.0003105159,0.000005937817,0.00000298373,0.0001034935,0.0002554282,0.00003671147,0.00008925267,0.00001075779,0.004227905,0.00002780301,0.9944749,0.0004542885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00001778621,0.000001294523,0.00002836191,0.000002945465,0.0002735953,0.00008681537,0.9935223,0.000115749,0.005951133],"genre_scores_gemma":[0.000005583679,0.0007003509,0.0002108442,0.000354325,0.0007785402,0.000136888,0.9939585,0.00003964884,0.003815319],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.223446,"threshold_uncertainty_score":0.999802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01240437265388733,"score_gpt":0.2557332518689896,"score_spread":0.2433288792151023,"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."}}