{"id":"W4416120913","doi":"10.1007/978-3-032-02424-4_7","title":"Species Distributions","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":"University of Toronto","funders":"","keywords":"Environmental niche modelling; Species distribution; Point process; Point (geometry); Process (computing); Distribution (mathematics); Key (lock); Probability distribution; Relative abundance distribution","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":[0.0001851262,0.0006036423,0.0002729982,0.001219178,0.0005342728,0.001705128,0.0006480514,0.0004804973,0.1480111],"category_scores_gemma":[0.0005210328,0.0002327348,0.0002793654,0.00115072,0.0005922627,0.001443721,0.0008808328,0.0008670833,0.05734255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001001501,"about_ca_system_score_gemma":0.0004649285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002541806,"about_ca_topic_score_gemma":0.004772699,"domain_scores_codex":[0.9998569,0.00001864169,0.000004708523,0.00004279694,0.00006613258,0.00001062058],"domain_scores_gemma":[0.9999152,0.00002003327,0.000005237371,0.00001805184,0.00003084804,0.00001052143],"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":[0.00002610622,0.00002529838,0.000423527,0.0001983512,0.000009423288,0.00005857308,0.0003151293,0.001662455,0.001490368,0.2450323,0.3320085,0.41875],"study_design_scores_gemma":[0.000001353957,0.000006092918,0.0006291423,0.00005032798,0.000002131215,0.0001131665,0.00005322451,0.0002930644,0.0002077956,0.02823909,0.9704009,0.000003761898],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0006438525,0.002389594,0.008219868,0.0005103834,0.000374841,0.00002501745,0.0009199536,0.00025176,0.9866647],"genre_scores_gemma":[0.0128462,0.0038824,0.004041152,0.0003100042,0.00023385,0.00004681815,0.001306833,0.0001830821,0.9771497],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1480111,"threshold_uncertainty_score":0.4951466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02809970999214687,"score_gpt":0.2309978388457614,"score_spread":0.2028981288536145,"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."}}