{"id":"W2922061860","doi":"10.2166/wqrj.2000.043","title":"The First Marine Biological Station in Canada: Highlights of Environmental Research at St. Andrews","year":2000,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Environmental science; Environmental research; Marine research; Oceanography; Geography; Environmental resource management; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01454866,0.0001095936,0.0001962585,0.0001036034,0.00138678,0.00007358101,0.0007842171,0.00008153626,0.04122663],"category_scores_gemma":[0.0002251048,0.00005861084,0.00005835633,0.0002629941,0.001224422,0.0001865517,0.0008883731,0.001246025,0.0009082831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003735718,"about_ca_system_score_gemma":0.0002051078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4930296,"about_ca_topic_score_gemma":0.9343188,"domain_scores_codex":[0.9923602,0.003084078,0.0005763029,0.0003079644,0.002121135,0.001550288],"domain_scores_gemma":[0.9984596,0.0007915027,0.0000436958,0.0003120069,0.00002761614,0.0003655822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001504747,0.000366218,0.9220297,0.00001312591,0.00003555567,0.0002694694,0.001018813,0.0001459774,0.01564706,0.00008193414,0.02208216,0.03680525],"study_design_scores_gemma":[0.0005691397,0.0002939173,0.8230659,0.000005860463,6.228921e-7,0.00004995098,0.0004094184,0.00007753294,0.004680242,0.00270341,0.1680514,0.00009262708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908644,0.00007943197,5.600252e-7,0.005560936,0.00003601969,0.0002756653,0.00003877205,0.000002550909,0.003141664],"genre_scores_gemma":[0.9947305,0.001754063,0.00002248065,0.00004167026,0.00005471444,0.00002103777,0.00002019965,0.000008620839,0.003346655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4412892,"threshold_uncertainty_score":0.9999133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09370408997730223,"score_gpt":0.3516340642340204,"score_spread":0.2579299742567182,"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."}}