{"id":"W4408407654","doi":"10.15353/acmla.n175.6387","title":"MAPCART","year":2025,"lang":"en","type":"article","venue":"Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)","topic":"Spatial Cognition and Navigation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004963786,0.00008784267,0.0001301205,0.0003908645,0.0001142353,0.00006835676,0.00007091352,0.00006635625,0.0003448812],"category_scores_gemma":[0.00005657009,0.0001023128,0.00003973126,0.0001937477,0.00003686175,0.00005933602,0.00001627254,0.00009709581,0.0000162024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002229832,"about_ca_system_score_gemma":0.00006544642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001103551,"about_ca_topic_score_gemma":0.002004194,"domain_scores_codex":[0.9994379,0.00003119751,0.0001787439,0.00009602816,0.0000779216,0.0001781528],"domain_scores_gemma":[0.9995832,0.000174225,0.00004398637,0.00007479828,0.00001301896,0.0001107966],"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":[0.00004665993,0.00002430739,0.04619871,0.0004172385,0.0003127904,0.000005765965,0.001695755,0.0003436863,0.001481756,0.2838963,0.6034626,0.06211439],"study_design_scores_gemma":[0.0002990369,0.000013145,0.03424109,0.00006812948,0.00001713853,2.136616e-7,0.0001519841,0.0007427268,0.001586477,0.007340747,0.9554237,0.0001156217],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05397134,0.002130627,0.001943128,0.06043777,0.001344489,0.0005450635,0.0004555361,0.000392513,0.8787795],"genre_scores_gemma":[0.9754478,0.0005622181,0.002645474,0.001588646,0.0001375243,0.00002462142,0.0002039783,0.00002588796,0.01936381],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9214765,"threshold_uncertainty_score":0.4172194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003425175823644321,"score_gpt":0.1583622140503854,"score_spread":0.1549370382267411,"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."}}