{"id":"W4382914370","doi":"10.5281/zenodo.8107297","title":"Priority areas to protect mangroves and maximise ecosystem services - code release v.1.0.0","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Mangrove; Ecosystem services; Mangrove ecosystem; Ecosystem; Environmental science; Environmental resource management; Code (set theory); Environmental protection; Ecology; Computer science; Biology","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":[0.001776343,0.001361432,0.0005916503,0.002783444,0.0007771101,0.002254148,0.001591771,0.001528524,0.1735092],"category_scores_gemma":[0.01218819,0.0008637449,0.000784294,0.001988853,0.0004902142,0.001955338,0.001990851,0.001293313,0.1204555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001418857,"about_ca_system_score_gemma":0.003587681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02061077,"about_ca_topic_score_gemma":0.02156324,"domain_scores_codex":[0.9985902,0.0002059549,0.0001057604,0.0001195885,0.0007711536,0.0002074527],"domain_scores_gemma":[0.9930547,0.001610981,0.0005527217,0.0007025038,0.003567138,0.0005118638],"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":[0.0000940824,0.00005367201,0.002601836,0.0007563963,0.00001916915,0.00007155064,0.0001464223,0.003479781,0.001997556,0.0082249,0.9171948,0.06535985],"study_design_scores_gemma":[0.0001129885,0.00005841713,0.007673213,0.000761408,0.00001968053,0.00020652,0.0001441194,0.00680188,0.003201318,0.01055737,0.9703835,0.00007965395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.01230389,0.001302548,0.1808842,0.004904487,0.002727762,0.003034142,0.323832,0.138354,0.3326569],"genre_scores_gemma":[0.07089486,0.002822745,0.2920964,0.003231094,0.0006430977,0.003644872,0.3232145,0.08245391,0.2209985],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1735092,"threshold_uncertainty_score":0.580446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866889640092266,"score_gpt":0.2207471127851521,"score_spread":0.2020782163842295,"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."}}