{"id":"W6948830184","doi":"10.5281/zenodo.10716771","title":"Introducing spatial availability, a singly-constrained competitive-access accessibility measure","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Water Resource Management and Quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Measure (data warehouse); Key (lock); Usability; Spatial analysis; Land use","routes":{"ca_aff":true,"ca_fund":false,"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":[0.008339654,0.001704529,0.001196066,0.002736096,0.001113796,0.005783706,0.002258579,0.001777864,0.01907844],"category_scores_gemma":[0.03133248,0.0006834975,0.002280326,0.003999446,0.003049983,0.01126578,0.004738642,0.00378437,0.00273202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003899199,"about_ca_system_score_gemma":0.002619939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007383005,"about_ca_topic_score_gemma":0.005420587,"domain_scores_codex":[0.9901047,0.004295,0.0007419923,0.00188509,0.00246516,0.0005080062],"domain_scores_gemma":[0.9804226,0.0120265,0.001432188,0.002002299,0.003398116,0.0007183387],"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":[0.0001095404,0.0001074574,0.003565101,0.0004498909,0.0001629207,0.0001260847,0.0005201413,0.03585327,0.001223162,0.8406269,0.02947606,0.08777948],"study_design_scores_gemma":[0.00005614313,0.0003901449,0.003687841,0.0003082767,0.0001555061,0.0003371799,0.000523865,0.08713941,0.001810206,0.7002323,0.2051284,0.0002307563],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01059798,0.001636345,0.9395187,0.003974892,0.001028943,0.0002998928,0.003358371,0.0007318593,0.03885302],"genre_scores_gemma":[0.3600904,0.003070302,0.6090335,0.00201602,0.001039864,0.001391792,0.004047167,0.0007628266,0.01854813],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01907844,"threshold_uncertainty_score":0.0638237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03790030553393167,"score_gpt":0.2659337335357373,"score_spread":0.2280334280018057,"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."}}