{"id":"W4407895970","doi":"10.25071/2292-4736/40334","title":"The Future as an Underwater World","year":2025,"lang":"en","type":"article","venue":"UnderCurrents Journal of Critical Environmental Studies","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Underwater; Oceanography; Environmental science; History; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004902328,0.0001813927,0.0002753058,0.0001004517,0.0006613303,0.00008918092,0.0004090178,0.00006303692,0.0001643137],"category_scores_gemma":[0.0003357604,0.0001088413,0.0001617507,0.000162772,0.001188672,0.0002666351,0.0002440355,0.0004607806,0.00003043299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004407486,"about_ca_system_score_gemma":0.00005172943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001528731,"about_ca_topic_score_gemma":0.0001643108,"domain_scores_codex":[0.9980638,0.000291972,0.0004642999,0.0001858894,0.000545006,0.0004490037],"domain_scores_gemma":[0.998925,0.0005535826,0.00005174691,0.0002219098,0.0000832362,0.0001645655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005647572,0.001398209,0.003366616,0.000124051,0.000707351,0.0001405702,0.0006132837,0.0007706066,0.0001956167,0.8250878,0.002299319,0.1647318],"study_design_scores_gemma":[0.00076623,0.000341257,0.003636605,0.000060553,0.0001030808,0.00003882108,0.02404217,0.00005412609,0.0005719014,0.6561579,0.3140437,0.0001836382],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8320564,0.06601679,0.0004116736,0.06834645,0.005331731,0.0003172455,0.00001148036,0.00004955989,0.02745868],"genre_scores_gemma":[0.9948708,0.001866984,0.00005234894,0.0005144116,0.0002533851,0.000005312512,0.000001456642,0.000009403682,0.002425927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3117444,"threshold_uncertainty_score":0.5086485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0186535069277749,"score_gpt":0.3519674463274634,"score_spread":0.3333139393996885,"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."}}