{"id":"W4403690011","doi":"10.1038/s41598-024-76290-4","title":"A novel method for evaluating shale gas preservation conditions in an area on a regional scale","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Scale (ratio); Shale gas; Computer science; Oil shale; Petroleum engineering; Environmental science; Geology; Paleontology; Geography; Cartography","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":[0.00105908,0.0007290634,0.0004917348,0.007922639,0.00041358,0.001335025,0.000423554,0.0004028662,0.001070287],"category_scores_gemma":[0.001856114,0.0002203442,0.0005468271,0.00393961,0.0003132169,0.001078898,0.0007246707,0.0002568724,0.0002034607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005511619,"about_ca_system_score_gemma":0.0008350812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005672065,"about_ca_topic_score_gemma":0.009533798,"domain_scores_codex":[0.9993192,0.00007601432,0.00008365244,0.0001759042,0.0002733447,0.00007184328],"domain_scores_gemma":[0.9989771,0.0001911505,0.0001943791,0.00007409506,0.0004796232,0.00008375462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002735741,0.0002051887,0.2813392,0.0005304859,0.0004308175,0.0004812083,0.001230224,0.02735954,0.04944558,0.003197498,0.003237155,0.6322696],"study_design_scores_gemma":[0.00008766738,0.0005957171,0.5649787,0.0001550504,0.0006207097,0.001473583,0.003888609,0.3770716,0.03325608,0.004589766,0.01300849,0.0002740085],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4961007,0.0008173588,0.4908443,0.0001079372,0.00005425695,0.0003980409,0.002108431,0.001352826,0.008216138],"genre_scores_gemma":[0.8049087,0.0002763818,0.1919508,0.00001776809,0.00002879893,0.0001825363,0.001200525,0.00004217377,0.001392363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007922639,"threshold_uncertainty_score":0.01127809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08490033762335214,"score_gpt":0.3611566604160716,"score_spread":0.2762563227927195,"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."}}