{"id":"W6949154656","doi":"10.5281/zenodo.12285496","title":"Petrophysics pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Psychology, Coaching, and Therapy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Petrophysics; Wireline; Petroleum reservoir; Well logging; Reservoir modeling; Wellhead; Pooling; Reservoir engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003625089,0.0003052157,0.0002839098,0.0005257882,0.0005046971,0.0004685087,0.001269562,0.0002994444,0.495354],"category_scores_gemma":[0.00006022664,0.0003164569,0.0001316451,0.0004718577,0.0002363965,0.00004697806,0.0005278943,0.0007700708,0.6208161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008703057,"about_ca_system_score_gemma":0.000002531011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005446935,"about_ca_topic_score_gemma":6.289368e-7,"domain_scores_codex":[0.9977,0.0004545014,0.0002395344,0.0008064179,0.0002931725,0.0005064043],"domain_scores_gemma":[0.9985899,0.00001329713,0.0001548453,0.0009647931,0.000104983,0.0001722313],"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":[0.00003867711,0.0001604422,2.291389e-7,0.00006368195,0.0002782648,0.00007638481,0.0009377142,2.549579e-7,0.0001116026,0.02681893,0.9338672,0.03764666],"study_design_scores_gemma":[0.0004429657,0.0002257334,0.00002826168,0.0000752206,0.00003819751,0.0001347429,0.0001939099,0.00000361862,0.000003812615,0.001275374,0.9972714,0.0003067653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000440954,0.001319147,0.001499976,0.0003191459,0.001769652,0.000382412,0.0003751707,0.002118485,0.9921719],"genre_scores_gemma":[0.003003115,0.0002369128,0.0000699414,0.0003638097,0.001466335,9.415201e-8,0.001464612,0.0156144,0.9777808],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.125462,"threshold_uncertainty_score":0.9999288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03780722553049233,"score_gpt":0.3041893773527802,"score_spread":0.2663821518222879,"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."}}