{"id":"W4417504552","doi":"10.1016/j.oneear.2025.101560","title":"Restoring reefs, restoring futures","year":2025,"lang":"en","type":"article","venue":"One Earth","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Livelihood; Coral reef; Reef; Safeguard; Futures contract; Natural (archaeology); Quarter (Canadian coin)","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":[0.00523518,0.0003741001,0.0003308122,0.00180759,0.004356643,0.006588402,0.0009125777,0.002943242,0.01467554],"category_scores_gemma":[0.01646954,0.0002023496,0.0002464038,0.003054156,0.008359999,0.01033913,0.003832394,0.003005541,0.0007143289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002789024,"about_ca_system_score_gemma":0.009329776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0280624,"about_ca_topic_score_gemma":0.0788255,"domain_scores_codex":[0.9980651,0.0009114902,0.00007340372,0.0001211643,0.000593597,0.0002352831],"domain_scores_gemma":[0.9948101,0.001890919,0.0005475777,0.0007810955,0.000651426,0.00131889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005112924,0.0001116418,0.01094363,0.0004253521,0.00002538018,0.0002977141,0.01192428,0.0005893564,0.0003599414,0.6437961,0.1271765,0.204299],"study_design_scores_gemma":[0.00001475305,0.00006209302,0.01805328,0.0005327424,0.00002957706,0.0004251739,0.05425257,0.0002811232,0.0002203384,0.2271255,0.6989727,0.0000301991],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06151576,0.04531946,0.003395505,0.5309517,0.003853586,0.00005331558,0.0004765365,0.0002360722,0.3541981],"genre_scores_gemma":[0.8694632,0.0534621,0.00705827,0.02176634,0.001679802,0.00009337554,0.0002483346,0.00009731045,0.04613127],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0280624,"threshold_uncertainty_score":0.05579811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030214954639505,"score_gpt":0.215737280045473,"score_spread":0.2054351304990779,"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."}}