{"id":"W4377104549","doi":"10.1088/1755-1315/1167/1/011001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Sustainability; Political science; Government (linguistics); Promotion (chess); Witness; Theme (computing); Public relations; Engineering; Engineering ethics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001821007,0.001109068,0.000862847,0.002111855,0.003712762,0.00503085,0.001913572,0.00193308,0.5634419],"category_scores_gemma":[0.01028598,0.0003698515,0.0006254951,0.001954391,0.0009464068,0.003858845,0.003336848,0.003441185,0.3896094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002363094,"about_ca_system_score_gemma":0.003620904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004623802,"about_ca_topic_score_gemma":0.005367128,"domain_scores_codex":[0.9985585,0.000230042,0.0001077772,0.0002816446,0.0006535721,0.0001686061],"domain_scores_gemma":[0.9960331,0.0005986802,0.0001482307,0.0004512108,0.002083914,0.0006847949],"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":[0.0000353949,0.00002293262,0.0001419996,0.0001170362,0.000002262293,0.00007247894,0.000229295,0.00005070782,0.000123075,0.007406775,0.9516664,0.04013158],"study_design_scores_gemma":[0.000002843466,0.00001288496,0.0001928525,0.00007869446,8.92575e-7,0.00006100368,0.0001603115,0.00001620094,0.00004246232,0.001501304,0.9979271,0.000003503753],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.00185275,0.006624508,0.005396252,0.02164823,0.0686406,0.0006237781,0.01204527,0.001798617,0.88137],"genre_scores_gemma":[0.008149842,0.004257084,0.003006888,0.005960058,0.009061029,0.0003842754,0.01193442,0.0009310589,0.9563152],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5634419,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452632516443326,"score_gpt":0.2004998867680798,"score_spread":0.1859735616036465,"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."}}