{"id":"W4408824233","doi":"10.5194/oos2025-852","title":"Transforming relationships with the ocean through science at Canada’s  Bamfield Marine Sciences Centre – towards a new frontier for ocean science","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bamfield Marine Sciences Centre","funders":"","keywords":"Frontier; Ocean science; Oceanography; Marine research; Geography; Regional science; Geology; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01291538,0.0003487337,0.0004124268,0.002333772,0.01691322,0.02055206,0.001782763,0.002631212,0.009410384],"category_scores_gemma":[0.01704577,0.0003479641,0.0003164767,0.007836026,0.01224018,0.01173784,0.008947409,0.004243181,0.001593281],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07160079,"about_ca_system_score_gemma":0.2605379,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8847418,"about_ca_topic_score_gemma":0.9182863,"domain_scores_codex":[0.9876487,0.002527468,0.0002323234,0.0009431018,0.006470066,0.002178372],"domain_scores_gemma":[0.9775879,0.003183352,0.0006018349,0.00230294,0.007139101,0.009184822],"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":[0.00006263322,0.0000965881,0.008786545,0.0001638268,0.00002680917,0.0002185184,0.03102464,0.0008775049,0.001571037,0.3937936,0.3295865,0.2337918],"study_design_scores_gemma":[0.000008604434,0.00001129124,0.002756795,0.0001445751,0.000005085314,0.00003654693,0.01011649,0.0004202655,0.0005123415,0.02711495,0.9588442,0.00002881799],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.05840109,0.01008611,0.03292971,0.5433452,0.002834996,0.0002098519,0.001213195,0.00105799,0.3499219],"genre_scores_gemma":[0.6022348,0.02730173,0.09339527,0.03943184,0.001155002,0.0002322622,0.002601216,0.001044229,0.2326036],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9283992,"threshold_uncertainty_score":0.5195025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1013753797185,"score_gpt":0.3377079765135576,"score_spread":0.2363325967950576,"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."}}