{"id":"W1796699619","doi":"10.21991/c9n666","title":"Pedagogies of Mapping","year":2012,"lang":"en","type":"article","venue":"Constitutional Forum / Forum constitutionnel","topic":"Law in Society and Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Downtown; Task (project management); Class (philosophy); Government (linguistics); Process (computing); Work (physics); Sociology; Visual arts; Mathematics education; Psychology; Aesthetics; Computer science; Management; History; Engineering; Art; Artificial intelligence; Linguistics; Archaeology","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0006989531,0.0001988296,0.000271594,0.00004287708,0.002074039,0.00004904355,0.000347414,0.0002199054,0.000690538],"category_scores_gemma":[0.0006397204,0.0001888424,0.0002904345,0.000454802,0.01032189,0.001121813,0.00011574,0.0002334542,0.0001833119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00019614,"about_ca_system_score_gemma":0.001256333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002229729,"about_ca_topic_score_gemma":0.0001584401,"domain_scores_codex":[0.9977656,0.0001027965,0.0004254148,0.0002249254,0.0006219253,0.0008593416],"domain_scores_gemma":[0.998792,0.0001889352,0.0001949107,0.0002189655,0.0003336706,0.000271506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008546563,0.0001047654,0.05135303,0.0000171984,0.00005417501,0.000001218524,0.002929583,0.00004292874,0.0002477101,0.9303448,0.01437875,0.0005172916],"study_design_scores_gemma":[0.0004673104,0.0000123944,0.001043543,0.0001122578,0.0000366535,0.00002932463,0.05365247,0.00000937271,0.000352049,0.01950742,0.9244531,0.0003240377],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01856574,0.008545559,0.04196506,0.01088724,0.006535204,0.0007497862,0.0002355102,0.0004099318,0.912106],"genre_scores_gemma":[0.994591,0.0003302769,0.002188691,0.0006743254,0.0004817051,0.00003615174,0.00003967403,0.000005507068,0.001652693],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9760252,"threshold_uncertainty_score":0.9992251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04839671608608985,"score_gpt":0.3153386166776551,"score_spread":0.2669419005915653,"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."}}