{"id":"W4405092187","doi":"10.23849/npafcb7/x3rlpo23a","title":"Salmon Data Mobilization","year":2024,"lang":"en","type":"article","venue":"North Pacific Anadromous Fish Commission Bulletin","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Hamburg; HORIZON EUROPE Framework Programme; Bishop's University; UK Research and Innovation; National Science Foundation","keywords":"Sketch; USable; Business; Mobilization; Community mobilization; Public relations; Best practice; Knowledge management; Environmental resource management; Political science; Computer science; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.1263662,0.001126282,0.001328156,0.01163107,0.008877932,0.007842613,0.007292138,0.004026744,0.09985275],"category_scores_gemma":[0.2037567,0.001609207,0.001644731,0.009476045,0.004490641,0.008266706,0.03366246,0.006325396,0.0396942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007531039,"about_ca_system_score_gemma":0.0804084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01406306,"about_ca_topic_score_gemma":0.014861,"domain_scores_codex":[0.9096473,0.03790667,0.01540438,0.009282271,0.02303205,0.004727331],"domain_scores_gemma":[0.7508983,0.05717995,0.01426337,0.05922349,0.09684044,0.02159449],"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":[0.0005015471,0.0002633667,0.01223605,0.001783979,0.00007895927,0.000767911,0.01363015,0.000366633,0.002934355,0.04977867,0.5504115,0.3672468],"study_design_scores_gemma":[0.00005614511,0.00006737048,0.001689664,0.0007498427,0.00001699498,0.0001057172,0.00220188,0.0002603788,0.0006538457,0.005412136,0.9887467,0.00003929891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"dataset","genre_scores_codex":[0.02457782,0.002840252,0.1364015,0.1265702,0.007838153,0.03978176,0.03105279,0.01023829,0.6206992],"genre_scores_gemma":[0.1296152,0.004356196,0.2635442,0.05964109,0.003577629,0.05935247,0.04496798,0.006895672,0.4280494],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.9927078,"threshold_uncertainty_score":0.6682962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01867299403237874,"score_gpt":0.2353261347776179,"score_spread":0.2166531407452392,"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."}}