{"id":"W2617665964","doi":"10.15273/pnsis.v49i1.6985","title":"A Century of Maritime Science: The St. Andrews Biological Station","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Environmental science; Engineering; Oceanography; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0009864278,0.0003678553,0.0001852711,0.00040794,0.005488204,0.005046772,0.0004228302,0.002006973,0.04562362],"category_scores_gemma":[0.001458864,0.0002341508,0.0001648336,0.0005982276,0.003407285,0.001909765,0.003310509,0.002855239,0.005890044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00853412,"about_ca_system_score_gemma":0.01865942,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.27169,"about_ca_topic_score_gemma":0.6922017,"domain_scores_codex":[0.9994227,0.00007097951,0.00001386125,0.00006593657,0.0002307174,0.0001958275],"domain_scores_gemma":[0.9989679,0.00006974822,0.00005599235,0.0000616984,0.0002383878,0.0006063263],"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":[0.0000949466,0.00001859557,0.001854109,0.0001465186,0.000006655067,0.0005381023,0.001829919,0.00009467715,0.0009922653,0.03163118,0.9132007,0.04959228],"study_design_scores_gemma":[0.000001867444,0.000007298282,0.001823133,0.00006432962,8.395302e-7,0.00003086772,0.0007642625,0.000006665236,0.00004392555,0.000644816,0.9966086,0.000003228164],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01578166,0.05169228,0.001031163,0.3691671,0.05532099,0.00006325141,0.0005788905,0.0001511251,0.5062136],"genre_scores_gemma":[0.09791612,0.01984285,0.0007590101,0.02664243,0.004475739,0.0000246789,0.0002406044,0.00008512366,0.8500135],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.72831,"threshold_uncertainty_score":0.540217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02658327549540555,"score_gpt":0.2666851875257381,"score_spread":0.2401019120303325,"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."}}