{"id":"W4380881230","doi":"10.1002/9781119511847.ch4","title":"The Human System","year":2023,"lang":"en","type":"other","venue":"","topic":"Island Studies and Pacific Affairs","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Fishing; Globe; Fishery; Geography; Socioeconomic status; Business; Fish <Actinopterygii>; Economic geography; Sociology; Population","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001639523,0.0003613049,0.0003661402,0.001148918,0.005302207,0.007444119,0.0007355924,0.001631267,0.03058051],"category_scores_gemma":[0.001925221,0.0001623777,0.000155504,0.001883598,0.01372817,0.004541828,0.005202394,0.00132237,0.004981768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005152647,"about_ca_system_score_gemma":0.005787266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01777595,"about_ca_topic_score_gemma":0.01237371,"domain_scores_codex":[0.9972289,0.001215396,0.00006916777,0.0004721284,0.0004599393,0.0005543674],"domain_scores_gemma":[0.9993249,0.0001837461,0.00006367591,0.0001281204,0.0001124701,0.0001870012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009741883,0.0000206078,0.002266994,0.00007352665,0.000008365208,0.00009337268,0.01445803,0.0002051633,0.000148897,0.9107187,0.03507607,0.03692047],"study_design_scores_gemma":[0.000003938244,0.00002328383,0.002615911,0.0003114678,0.000002915559,0.0001051308,0.01135005,0.00008695353,0.00004218176,0.1175369,0.8679075,0.00001375643],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01449626,0.007367488,0.00320536,0.01774328,0.0005293224,0.00009114676,0.0004505919,0.0001009168,0.9560156],"genre_scores_gemma":[0.7754605,0.01349026,0.003745189,0.009912862,0.0007410243,0.0003962787,0.0006155605,0.00009640247,0.1955419],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03058051,"threshold_uncertainty_score":0.102302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02235261829982092,"score_gpt":0.3024894148965938,"score_spread":0.2801367965967729,"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."}}