{"id":"W4315779412","doi":"10.1111/oet.12970","title":"Fourth quarter 2022","year":2023,"lang":"en","type":"article","venue":"Oil and Energy Trends","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Citation; Computer science; Library science; Information retrieval; History","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001211539,0.00009277037,0.0001563469,0.000423125,0.0001711522,0.0005913412,0.0006935956,0.00009362275,0.0007931981],"category_scores_gemma":[0.0002849139,0.00006147772,0.00005504983,0.001659745,0.00005283488,0.0006411618,0.0002110966,0.0001243722,0.0001942258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000634078,"about_ca_system_score_gemma":0.00001733942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001886974,"about_ca_topic_score_gemma":0.0001155001,"domain_scores_codex":[0.9983919,0.0000767831,0.000244557,0.0003606683,0.0006760175,0.0002501199],"domain_scores_gemma":[0.999166,0.0003132593,0.00006860033,0.0002719496,0.00004358953,0.0001366035],"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":[0.000003310196,0.000003039422,0.001308663,3.058007e-7,0.000003397936,0.000005963935,0.0001183597,0.00002287174,0.000007540794,0.002817675,0.3351146,0.6605942],"study_design_scores_gemma":[0.0001559288,0.00001521107,0.009565341,0.00000339653,0.000003034723,0.000006093615,0.0003868705,0.002950622,0.000006933827,0.002932074,0.9838747,0.00009982929],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04596062,0.0002263662,0.00005815402,0.01448148,0.0008332141,2.723189e-7,0.00001426281,0.0001308998,0.9382947],"genre_scores_gemma":[0.2245019,0.0001850984,0.00003105767,0.0006113952,0.0002130442,0.000006432712,0.00001679861,0.0000064414,0.7744278],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6604944,"threshold_uncertainty_score":0.8684963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05438764832998141,"score_gpt":0.3464587947429954,"score_spread":0.292071146413014,"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."}}