{"id":"W4210933967","doi":"10.1190/tle20040346.1","title":"From the Other Side","year":2001,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000431177,0.00008860246,0.00009255703,0.00001261262,0.0002640844,0.00006037355,0.0005309238,0.00005703027,0.0005725644],"category_scores_gemma":[0.0002690987,0.00004417426,0.00006583358,0.0002086507,0.0001610486,0.00005064462,0.00009459592,0.0002225283,0.001378651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000064236,"about_ca_system_score_gemma":0.00002866586,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01466424,"about_ca_topic_score_gemma":0.002525885,"domain_scores_codex":[0.9990152,0.0002232242,0.0001014994,0.0001530288,0.0001759472,0.0003311599],"domain_scores_gemma":[0.9988408,0.0005028624,0.00001910814,0.0005539381,0.00004135607,0.00004192411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003133689,0.0001483048,0.009804105,0.0000117085,0.0002242772,0.00008513727,0.01040834,0.01027145,0.002875749,0.6096753,0.07287709,0.2833052],"study_design_scores_gemma":[0.0001398805,0.0000119076,0.002015649,0.00000693715,0.000007778988,0.000004888698,0.0007985595,0.0003116582,0.0004684623,0.08247857,0.9136819,0.0000738666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5803436,0.0003613611,0.0001156494,0.02231291,0.0002418344,0.00009738817,0.000002894962,0.000104398,0.39642],"genre_scores_gemma":[0.9512748,0.0000146174,0.00001673772,0.001693625,0.0007150483,0.00001285172,0.000002631401,0.00001562307,0.04625405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8408048,"threshold_uncertainty_score":0.9993989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03225367965366425,"score_gpt":0.3006359935084799,"score_spread":0.2683823138548156,"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."}}