{"id":"W6962653149","doi":"10.17605/osf.io/n6du5","title":"Spatial Knowledge and Information Canada 2023","year":2022,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spatial analysis; Field (mathematics); Geographic information system; Information system; Knowledge-based systems","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025553,0.0005617831,0.0006346669,0.002240969,0.006112411,0.01113974,0.001224566,0.001730256,0.07255094],"category_scores_gemma":[0.005905683,0.0004975392,0.0003668439,0.005955595,0.003983957,0.003730751,0.003248901,0.003129879,0.004109595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07276487,"about_ca_system_score_gemma":0.1602254,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9793532,"about_ca_topic_score_gemma":0.9841638,"domain_scores_codex":[0.9974743,0.0003283499,0.00007944726,0.0002594382,0.001395623,0.0004628974],"domain_scores_gemma":[0.9935064,0.0006866087,0.0001421699,0.000227333,0.004208036,0.001229514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000529544,0.0000321299,0.001970722,0.0001802143,0.00003390369,0.00009017629,0.0009272416,0.0005150944,0.0001979789,0.2426827,0.6911605,0.06215633],"study_design_scores_gemma":[0.000007920824,0.000004774689,0.00267868,0.0001517544,0.00001472549,0.0000247695,0.001100172,0.0004240205,0.0001386576,0.0223184,0.9731143,0.00002185096],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005892668,0.03897692,0.004993534,0.2042202,0.005998373,0.0001050378,0.01005568,0.0002684924,0.7294891],"genre_scores_gemma":[0.2136248,0.04763333,0.006290362,0.009157121,0.001356483,0.00008822591,0.008647175,0.0003184488,0.712884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07276487,"threshold_uncertainty_score":0.5279486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039486713978279,"score_gpt":0.2453130116425188,"score_spread":0.234918144502736,"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."}}