{"id":"W2170065966","doi":"","title":"Knowledge Management and Canadian Aquaculture: A Case Study of Public-Private Research Collaboration","year":2010,"lang":"en","type":"article","venue":"Integrated Assessment","topic":"Conservation, Ecology, Wildlife Education","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; University of Ottawa","funders":"","keywords":"Business; Genomics; Underwriting; Private sector; Environmental planning; Environmental resource management; Biotechnology; Economic growth; Geography; Economics; Biology; Genome; Finance","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":[],"consensus_categories":[],"category_scores_codex":[0.001524051,0.0001214843,0.0001225132,0.0002505827,0.000340928,0.0001233774,0.0001989507,0.00009144079,0.0007138586],"category_scores_gemma":[0.0001092627,0.0001086401,0.0000117986,0.001324442,0.0001753725,0.0002677847,0.0001274656,0.0003770136,0.00004717677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006853949,"about_ca_system_score_gemma":0.0003073071,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1442573,"about_ca_topic_score_gemma":0.9423553,"domain_scores_codex":[0.9984335,0.0003407212,0.0002894624,0.0003536374,0.0002799882,0.0003027412],"domain_scores_gemma":[0.9990499,0.00009215592,0.00008433596,0.000343034,0.0001999058,0.0002306784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005175655,0.001032244,0.969652,0.00001057335,0.00005360996,0.0001168734,0.005003515,0.00001064836,0.002037317,0.003189094,0.009959977,0.008928989],"study_design_scores_gemma":[0.0006078456,0.0002844527,0.866931,0.000008589729,0.00002588584,0.00007909979,0.07499184,0.001363714,0.0001360089,0.0002975809,0.05510185,0.0001721482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859325,0.000007612241,0.00003428726,0.001836649,0.0003418762,0.001086367,0.000009413538,0.00002014125,0.0107312],"genre_scores_gemma":[0.9969247,0.000006613571,0.002027489,0.00004933468,0.0000220403,0.000226247,0.00002285594,0.00001083897,0.0007098695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7980979,"threshold_uncertainty_score":0.8614411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05454537597410653,"score_gpt":0.3931589994616941,"score_spread":0.3386136234875876,"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."}}