{"id":"W7094957707","doi":"10.1007/978-981-95-0121-2_9","title":"Geomatics Applications to Conservation and Social Developments","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Geomatics; Multidisciplinary approach; Context (archaeology); Human geography; Field (mathematics); Biogeography; Geographic information system; Wildlife conservation","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":[0.0002381025,0.0007427686,0.0003464991,0.001427545,0.0008011055,0.002943399,0.000686328,0.0009464226,0.07628485],"category_scores_gemma":[0.0005958311,0.0002316614,0.0003058253,0.002461654,0.001331003,0.001998038,0.001065099,0.001214521,0.01011433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001760481,"about_ca_system_score_gemma":0.0007424527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005375106,"about_ca_topic_score_gemma":0.01788246,"domain_scores_codex":[0.9998605,0.0000426463,0.000005876807,0.00001656758,0.00006255176,0.00001179003],"domain_scores_gemma":[0.999836,0.00009489593,0.000006950058,0.00001565695,0.00003482905,0.00001175344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004526099,0.00001448774,0.00007504363,0.0001375704,0.000003400729,0.00007435845,0.0003862884,0.001306026,0.000220678,0.6349792,0.2348945,0.127904],"study_design_scores_gemma":[9.411723e-7,0.000002564522,0.0001087215,0.00006867801,0.000001667373,0.00005533473,0.0001042132,0.000445769,0.00006028542,0.09052017,0.9086289,0.000002628535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0006177552,0.01670329,0.01625255,0.00303585,0.002282814,0.00002523234,0.0001766199,0.0002122252,0.9606937],"genre_scores_gemma":[0.01103888,0.01467671,0.006834554,0.0006561097,0.0009986976,0.00004197282,0.0001977929,0.0001972333,0.965358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07628485,"threshold_uncertainty_score":0.2551982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03808554145397332,"score_gpt":0.257515600674656,"score_spread":0.2194300592206827,"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."}}