{"id":"W7111035365","doi":"10.1371/journal.pstr.0000165.s003","title":"AGI assessment synthesis report Chile.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corporate governance; Deliberation; Sustainability; Set (abstract data type); Production (economics); Explanatory power; Collaborative governance","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":[0.003689635,0.001961133,0.001070461,0.009952625,0.0007753267,0.004498457,0.002923676,0.001285564,0.08586302],"category_scores_gemma":[0.006896143,0.0009397057,0.001142159,0.01795445,0.0005883743,0.002501042,0.004664879,0.002002971,0.02904627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01243977,"about_ca_system_score_gemma":0.02622689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2113151,"about_ca_topic_score_gemma":0.1115711,"domain_scores_codex":[0.9978558,0.000295594,0.000248679,0.0001807069,0.001187238,0.0002318555],"domain_scores_gemma":[0.9950408,0.0005304069,0.0003767839,0.0003692923,0.003426079,0.000256766],"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":[0.0002219164,0.00005056572,0.002637969,0.004562866,0.00008546017,0.0001431676,0.0002414004,0.0009153974,0.0002769789,0.006924892,0.9072289,0.07671049],"study_design_scores_gemma":[0.00002804038,0.00001307999,0.008674985,0.001649721,0.0000288838,0.00003201231,0.000372972,0.0001437077,0.0002548341,0.0009842432,0.9878013,0.00001614652],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.002461237,0.01802064,0.001845411,0.00889237,0.00298211,0.001120147,0.7769249,0.0009620498,0.1867911],"genre_scores_gemma":[0.02139066,0.02447699,0.01124968,0.002044056,0.000798938,0.006853929,0.6860812,0.001046978,0.2460575],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2113151,"threshold_uncertainty_score":0.4201702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02008239195979108,"score_gpt":0.2944849340190998,"score_spread":0.2744025420593088,"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."}}