{"id":"W4231220383","doi":"10.1023/a:1022885803860","title":"Preface","year":2002,"lang":"en","type":"article","venue":"Journal of Oceanography","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"North Pacific Marine Science Organization; Fisheries and Oceans Canada","funders":"","keywords":"Environmental science","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":[0.0003858627,0.0001231631,0.0002268674,0.00073541,0.00005811571,0.00004658332,0.0003081834,0.00004887317,0.0008312341],"category_scores_gemma":[0.00006150111,0.0000977399,0.0004245155,0.0009405921,0.0000792055,0.000433372,0.00001911495,0.0002942332,0.0006964684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002277305,"about_ca_system_score_gemma":0.000009412908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.417221e-7,"about_ca_topic_score_gemma":3.405421e-7,"domain_scores_codex":[0.9986275,0.00006605645,0.0004595771,0.00008338376,0.0005261888,0.0002372425],"domain_scores_gemma":[0.9987996,0.00004305759,0.0005316392,0.0001843036,0.0002563941,0.000184973],"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":[0.0001070402,0.0006559641,0.201689,0.00002137686,0.0004033447,0.0002130726,0.001165234,0.0001257601,0.006852651,0.0003114723,0.7853153,0.003139743],"study_design_scores_gemma":[0.00434673,0.001490937,0.1193457,0.000237216,0.0003407222,0.002378404,0.0004394742,0.0006049219,0.007486578,0.002068581,0.8605766,0.0006842262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770989,0.003513926,0.0001069815,0.0003316895,0.0003815539,0.00005837546,0.0000076062,0.0000453186,0.01845561],"genre_scores_gemma":[0.9968795,0.0001635664,0.002313494,0.0001244165,0.0002508522,2.00321e-7,1.904334e-7,0.0000395057,0.0002282994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08234337,"threshold_uncertainty_score":0.9101431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02802150878685607,"score_gpt":0.2358949246246356,"score_spread":0.2078734158377795,"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."}}