{"id":"W4405364585","doi":"10.1016/j.earscirev.2024.105027","title":"Dispersed organic matter from pre-Devonian marine shales: A review on its composition, origin, evolution, and potential for hydrocarbon prospecting","year":2024,"lang":"en","type":"review","venue":"Earth-Science Reviews","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geological Survey of Canada; Natural Resources Canada; Virtual Materials Group (Canada)","funders":"National Key Research and Development Program of China Stem Cell and Translational Research; Ministry of Education Key Laboratory for Oil and Gas Equipment; National Key Research and Development Program of China; U.S. Geological Survey; National Natural Science Foundation of China; Ministerstvo Školství, Mládeže a Tělovýchovy; Ministry of Natural Resources of the People's Republic of China","keywords":"Devonian; Prospecting; Geology; Composition (language); Hydrocarbon; Organic matter; Geochemistry; Paleontology; Mineralogy; Chemistry; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005976224,0.0009407176,0.001530709,0.002688969,0.0001737486,0.001028227,0.0005599396,0.0006420004,0.002056086],"category_scores_gemma":[0.0007440601,0.0003063906,0.0006096456,0.00309083,0.0003664164,0.001107067,0.0006603071,0.0007794136,0.0008470224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004136793,"about_ca_system_score_gemma":0.001205113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002110733,"about_ca_topic_score_gemma":0.00502471,"domain_scores_codex":[0.9998226,0.00001841462,0.00003036372,0.00004072103,0.00007356532,0.00001440165],"domain_scores_gemma":[0.9995665,0.0002101004,0.00008837595,0.00001240736,0.0001014515,0.0000211431],"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":[0.0001111067,0.00005003151,0.0005834905,0.0564493,0.0002549679,0.0001674709,0.00008722382,0.0006252798,0.007841902,0.001913927,0.01045293,0.9214624],"study_design_scores_gemma":[0.00001927145,0.0001854908,0.005410656,0.009339518,0.0006489255,0.001082146,0.0001618877,0.0001574925,0.003572244,0.001595537,0.9777646,0.00006227057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002609085,0.9992756,0.00006627231,0.0000571096,0.00004731027,0.000001777232,0.00003852043,0.00000253114,0.000249916],"genre_scores_gemma":[0.0007911763,0.9988172,0.00008969815,0.00004004307,0.00003616047,0.000001680367,0.00003518481,7.009944e-7,0.0001882153],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002688969,"threshold_uncertainty_score":0.006878316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02652578260431601,"score_gpt":0.29750552177669,"score_spread":0.2709797391723741,"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."}}