{"id":"W2609034787","doi":"10.15273/pnsis.v49i1.6973","title":"History of research at the St. Andrews Biological Station – a perspective","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Perspective (graphical); History; Art; Visual arts","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.007558125,0.0003364244,0.0004046865,0.004074133,0.007235155,0.008423808,0.001746725,0.002535866,0.02232447],"category_scores_gemma":[0.01149528,0.0006078865,0.0002392138,0.009587522,0.008952348,0.00466532,0.003578515,0.003567903,0.002872768],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03180758,"about_ca_system_score_gemma":0.05504038,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.582602,"about_ca_topic_score_gemma":0.8109407,"domain_scores_codex":[0.9960977,0.0008108587,0.0002539211,0.000470597,0.001397432,0.0009695591],"domain_scores_gemma":[0.9869274,0.002050636,0.00144546,0.000545391,0.005636868,0.0033942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003233523,0.0001224376,0.01962464,0.003755952,0.00007612546,0.001437994,0.008274196,0.0007473894,0.001819478,0.1758462,0.3675638,0.4204084],"study_design_scores_gemma":[0.000005936045,0.00002429671,0.01625061,0.001284993,0.000004943696,0.00007882878,0.002037053,0.00001835685,0.0001027323,0.002132829,0.9780416,0.00001783165],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01378351,0.3378224,0.001581194,0.3110529,0.01314124,0.00009420267,0.001455548,0.00008080421,0.3209882],"genre_scores_gemma":[0.2536571,0.4509237,0.002550081,0.05797024,0.008472958,0.0001394214,0.001300136,0.0001411632,0.2248452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9927648,"threshold_uncertainty_score":0.8397124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1153835035472917,"score_gpt":0.3601422419823568,"score_spread":0.2447587384350651,"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."}}