{"id":"W4410398730","doi":"10.32473/flairs.38.1.139110","title":"Preface","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ... International Florida Artificial Intelligence Research Society Conference","topic":"Historical Geography and Geographical Thought","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Philosophy","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":[0.00161278,0.001099638,0.0007947895,0.002189156,0.002822661,0.006292719,0.001454251,0.0019783,0.6957894],"category_scores_gemma":[0.006007894,0.0004326952,0.0007429488,0.001620105,0.0005100209,0.003389932,0.002709402,0.003448588,0.5853462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001951474,"about_ca_system_score_gemma":0.002806002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003827991,"about_ca_topic_score_gemma":0.005315696,"domain_scores_codex":[0.9991567,0.00007967246,0.00005604226,0.000173698,0.0004277821,0.000105945],"domain_scores_gemma":[0.9931958,0.0003731475,0.0001909173,0.0004464739,0.004211646,0.001581967],"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":[0.00001764579,0.00001281958,0.00004565504,0.00004930127,9.934398e-7,0.00001656923,0.00001709827,0.00002126764,0.00008723408,0.001149517,0.9778228,0.02075905],"study_design_scores_gemma":[0.000005636037,0.00001853186,0.0002205757,0.00005316716,0.000001023099,0.00002248257,0.00003814106,0.00001657667,0.00004601344,0.000701899,0.9988726,0.000003494779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0007949592,0.003845057,0.004146917,0.02815099,0.2770435,0.0008970022,0.01173638,0.001909582,0.6714756],"genre_scores_gemma":[0.00200489,0.001448401,0.0009418358,0.002886726,0.02304668,0.0002223828,0.005144974,0.0004911399,0.963813],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6957894,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1302723172466035,"score_gpt":0.418289214212581,"score_spread":0.2880168969659775,"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."}}