{"id":"W4387366081","doi":"10.3389/fmars.2023.1271397","title":"Marine spatial planning for connectivity and conservation through ecological corridors between marine protected areas and other effective area-based conservation measures","year":2023,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministero dell'Università e della Ricerca; European Commission","keywords":"Marine protected area; Biological dispersal; Marine spatial planning; Habitat; Marine conservation; Biodiversity; Geography; Coral reef; Landscape connectivity; Environmental resource management; Ecology; Marine habitats; Benthic zone; Environmental planning; Environmental science; Biology","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":[0.00359781,0.0005360298,0.0005986399,0.02904987,0.001302566,0.004088757,0.0008157195,0.0008724615,0.01237669],"category_scores_gemma":[0.01725019,0.000239934,0.0008885324,0.05098991,0.002798266,0.006731758,0.002562729,0.000813579,0.0008244837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004247853,"about_ca_system_score_gemma":0.008453118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01584465,"about_ca_topic_score_gemma":0.02210103,"domain_scores_codex":[0.9952077,0.001423639,0.0007099633,0.0004796301,0.002015023,0.0001640519],"domain_scores_gemma":[0.9873395,0.007375311,0.002490129,0.0006800048,0.001790703,0.0003243096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003550942,0.00006266277,0.03651819,0.02679772,0.0003541088,0.000224987,0.003403295,0.002267961,0.0003990066,0.1672058,0.02635748,0.7363734],"study_design_scores_gemma":[0.0000188202,0.000102735,0.1423366,0.03210807,0.0007108207,0.0009127924,0.01354345,0.002115982,0.0005088385,0.05869509,0.74883,0.0001167314],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07540267,0.5196239,0.0515165,0.0192921,0.001043018,0.001223765,0.01977662,0.0004477483,0.3116738],"genre_scores_gemma":[0.6103191,0.3110793,0.05832126,0.001475903,0.0005638876,0.001161388,0.008781649,0.00009021031,0.008207306],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02904987,"threshold_uncertainty_score":0.04140419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02773603035474545,"score_gpt":0.2527142396267915,"score_spread":0.224978209272046,"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."}}