{"id":"W6965131795","doi":"10.3389/fmars.2021.634484.s001","title":"Presentation_1_Coastal Fishers Livelihood Behaviors and Their Psychosocial Explanations: Implications for Fisheries Governance in a Changing World.pdf","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Plant Ecology and Soil Science","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livelihood; Sustainability; Corporate governance; Fisheries management; Narrative; Overfishing; Psychosocial; Perception","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001555514,0.0002748454,0.0002683971,0.0008080096,0.002746059,0.004184809,0.0009756311,0.001779457,0.236692],"category_scores_gemma":[0.003915884,0.0001307767,0.0003696781,0.0008915174,0.001204897,0.002912506,0.002432559,0.002011844,0.01546571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003069669,"about_ca_system_score_gemma":0.002153646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04134361,"about_ca_topic_score_gemma":0.04951019,"domain_scores_codex":[0.9997174,0.00009265344,0.000007442482,0.0000244881,0.00007106358,0.00008699222],"domain_scores_gemma":[0.9987274,0.0006340503,0.00007852283,0.0000267108,0.0003162042,0.0002170269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001541707,0.00006752992,0.004131615,0.0001822006,0.000003625437,0.0003476379,0.00865237,0.00007985484,0.0000897446,0.006802242,0.9282569,0.0513709],"study_design_scores_gemma":[0.00001812315,0.00005128463,0.03126625,0.001521938,0.00000774192,0.0003424064,0.06795144,0.0002967475,0.0001737767,0.007627602,0.890696,0.00004670156],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03756614,0.008479799,0.001831837,0.485896,0.01222248,0.0005604612,0.01092199,0.0003785059,0.4421427],"genre_scores_gemma":[0.3148327,0.02661548,0.002107366,0.07318505,0.009282334,0.001238841,0.006847556,0.0002783362,0.5656124],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.236692,"threshold_uncertainty_score":0.7918136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02654335903410209,"score_gpt":0.2618882958422499,"score_spread":0.2353449368081478,"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."}}