{"id":"W7033839668","doi":"","title":"Scarce Common Flow Resources: Who Benefit? Who Does Society Want to Benefit?","year":2009,"lang":"en","type":"article","venue":"Digital Library Of The Commons Repository (Indiana University)","topic":"Mollusks and Parasites Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Scarcity; Legislature; Politics; Population; Jurisdiction; Contingency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003291087,0.0002284427,0.0003391362,0.00003456826,0.0008134606,0.0002178716,0.001087014,0.0001077188,0.00002684545],"category_scores_gemma":[0.000005587122,0.00009145351,0.0004413179,0.0007542411,0.0001635755,0.0007016299,0.0005540538,0.0001601166,0.000007128327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003269671,"about_ca_system_score_gemma":0.00001060995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000164931,"about_ca_topic_score_gemma":0.0002749463,"domain_scores_codex":[0.9988183,0.00004422141,0.0002233161,0.000336118,0.0002553336,0.0003226444],"domain_scores_gemma":[0.9992428,0.0001435608,0.0001436225,0.0002430734,0.00003384201,0.0001931353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003185608,0.000401412,0.9193358,0.00003450835,0.0002293132,0.00009212455,0.002059074,0.0003538849,0.005519304,0.003221335,0.02083362,0.04760109],"study_design_scores_gemma":[0.0001964511,0.000429478,0.7514245,0.0002209461,0.00004430288,0.00001263115,0.0007498267,0.00008087284,0.004186182,0.0009066304,0.241321,0.0004271366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9396111,0.0001454562,8.276573e-7,0.004366529,0.00009534359,0.000223096,0.0004687709,0.00008970914,0.05499914],"genre_scores_gemma":[0.9739244,0.000034417,0.00004728694,0.0003838475,0.0001274797,4.861654e-7,0.0000362481,0.000002451356,0.02544339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2204874,"threshold_uncertainty_score":0.6256564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006459992821276174,"score_gpt":0.1605175209958954,"score_spread":0.1540575281746192,"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."}}