{"id":"W967362863","doi":"10.22621/cfn.v126i1.1310","title":"\"Oceanography and Marine Biology: An Introduction to Marine Science\" by David W. Townsend. 2012. [book review]","year":2012,"lang":"en","type":"article","venue":"The Canadian Field-Naturalist","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Townsend; Oceanography; Geology; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0007017878,0.001931629,0.001585416,0.00295907,0.001065402,0.00245338,0.001604308,0.00180809,0.0213321],"category_scores_gemma":[0.002355746,0.0008934026,0.0007559705,0.004429433,0.001759593,0.004111259,0.001623243,0.00563577,0.01684045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002590127,"about_ca_system_score_gemma":0.002959738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02752492,"about_ca_topic_score_gemma":0.066188,"domain_scores_codex":[0.9995725,0.0000784277,0.00003200661,0.00006973296,0.0002067826,0.00004058777],"domain_scores_gemma":[0.9990809,0.000418011,0.00007423475,0.00003022931,0.0003002488,0.00009638755],"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":[0.00001177421,0.000004880495,0.00006667052,0.0003958294,0.000008735933,0.00002977348,0.00007142921,0.0000910688,0.00006361909,0.004872578,0.9309075,0.06347608],"study_design_scores_gemma":[0.000002738534,0.000005544625,0.0002995126,0.000432818,0.000006077755,0.0001288881,0.00004166313,0.00003737338,0.00003538414,0.003663107,0.9953386,0.000008340075],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007844145,0.931934,0.001354288,0.02338954,0.02223999,0.00001997168,0.0002096485,0.0001026522,0.02067148],"genre_scores_gemma":[0.002452153,0.7956655,0.001885176,0.02046213,0.01583619,0.00005935606,0.0003893546,0.0001892391,0.1630609],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02752492,"threshold_uncertainty_score":0.07136291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086947311612176,"score_gpt":0.2532250990928764,"score_spread":0.2423556259767546,"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."}}