{"id":"W4416683867","doi":"10.1016/j.biocon.2025.111636","title":"A practical framework for ecological integrity monitoring in resource-limited parks","year":2025,"lang":"en","type":"article","venue":"Biological Conservation","topic":"Environmental Philosophy and Ethics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Notre-Dame; Carleton University","funders":"Mitacs","keywords":"Staffing; Recreation; Resource (disambiguation); Monitoring and evaluation; Best practice; Adaptive management; Workflow; Capacity building","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.09440459,0.001509708,0.000682404,0.004928325,0.01457199,0.01456629,0.00645401,0.01222674,0.006108967],"category_scores_gemma":[0.0407782,0.0009433024,0.001598925,0.002555043,0.04050593,0.01068314,0.01249358,0.009612021,0.001504167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03322262,"about_ca_system_score_gemma":0.0870673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03882643,"about_ca_topic_score_gemma":0.06294585,"domain_scores_codex":[0.9373539,0.04764138,0.002641435,0.003457938,0.005772221,0.003133072],"domain_scores_gemma":[0.957743,0.02178528,0.002540941,0.003179501,0.009226339,0.005524905],"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":[0.00001032933,0.0001822433,0.001166057,0.0002235981,0.000008860403,0.0004091305,0.01634112,0.004297107,0.0003584863,0.9439992,0.008274521,0.02472938],"study_design_scores_gemma":[0.00005998883,0.0001469566,0.001241846,0.001558447,0.00002245363,0.0004036449,0.02147545,0.007651508,0.0006335192,0.7382808,0.2284187,0.0001067656],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01103708,0.001311077,0.7047974,0.1244999,0.0004654666,0.00356357,0.0001678998,0.0004630448,0.1536946],"genre_scores_gemma":[0.18964,0.0008201562,0.7888563,0.005848826,0.0001502679,0.003850906,0.0001363869,0.00009484437,0.01060235],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09440459,"threshold_uncertainty_score":0.4992651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1404586682352279,"score_gpt":0.3603813761513002,"score_spread":0.2199227079160723,"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."}}