{"id":"W6912322982","doi":"10.5281/zenodo.15274021","title":"Interoperability for ecosystem service assessments: Why, how, who, and for whom? (preprint)","year":2024,"lang":"en","type":"preprint","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":false,"ca_institutions":"McGill University","funders":"","keywords":"Interoperability; Service (business); Ecosystem; Key (lock); Context (archaeology)","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":[0.01995211,0.000904573,0.001404095,0.002925238,0.001647207,0.00987695,0.001304601,0.003801476,0.01173112],"category_scores_gemma":[0.05514315,0.0005108594,0.00142453,0.004145178,0.003090839,0.02079277,0.005066686,0.003612019,0.002684416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001578889,"about_ca_system_score_gemma":0.003016509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003101309,"about_ca_topic_score_gemma":0.001948359,"domain_scores_codex":[0.9858124,0.007175563,0.0009223201,0.001223571,0.004098819,0.0007673912],"domain_scores_gemma":[0.9782864,0.01046118,0.001089754,0.005194876,0.004186371,0.0007815121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001867809,0.0001839883,0.00927751,0.0006580402,0.0002993171,0.0002844104,0.002009524,0.007481286,0.003204716,0.5190133,0.05621084,0.4011903],"study_design_scores_gemma":[0.0000481046,0.00003536213,0.005502485,0.0004813546,0.0001074849,0.0002145047,0.001373405,0.03372996,0.004173595,0.8843691,0.06987573,0.00008888232],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06203622,0.01010761,0.8061184,0.05795931,0.003299194,0.0003815057,0.001699175,0.003108912,0.05528977],"genre_scores_gemma":[0.609037,0.008636758,0.3437085,0.00395238,0.004252633,0.0008302503,0.005430733,0.002712011,0.0214397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01995211,"threshold_uncertainty_score":0.105518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03879925598628894,"score_gpt":0.2697546846192986,"score_spread":0.2309554286330096,"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."}}