{"id":"W2792627998","doi":"10.1111/cag.12441","title":"Speculative and constructively critical GIS","year":2018,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Citation; Geography; Cartography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02258113,0.001099275,0.0008172733,0.004709244,0.01211347,0.02018059,0.004083144,0.005977788,0.01297681],"category_scores_gemma":[0.09166193,0.000816703,0.0006153525,0.003460333,0.05348735,0.01491426,0.006413361,0.01207671,0.001645942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02962369,"about_ca_system_score_gemma":0.02699807,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08942053,"about_ca_topic_score_gemma":0.1042011,"domain_scores_codex":[0.9782453,0.01326551,0.0005980203,0.00198709,0.004699782,0.001204315],"domain_scores_gemma":[0.913345,0.04755567,0.00195753,0.0147989,0.02056288,0.001779927],"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":[0.000007499393,0.000005309955,0.00009916845,0.00001812152,0.000004452944,0.00003339632,0.002930356,0.0002194982,0.00003473923,0.9819669,0.01281763,0.001862986],"study_design_scores_gemma":[0.00001329015,0.000003443961,0.0001426733,0.00009425472,0.00001205559,0.00002930705,0.004801934,0.001209893,0.0003475416,0.8563147,0.1370159,0.00001491476],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01735398,0.002846345,0.09205475,0.4656284,0.00730325,0.0002146708,0.0006935043,0.0006207963,0.4132845],"genre_scores_gemma":[0.8479841,0.001633042,0.04096862,0.02117709,0.002742857,0.0003316045,0.00030326,0.0007299716,0.0841295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9105794,"threshold_uncertainty_score":0.2149359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01367926028132599,"score_gpt":0.2490506373241317,"score_spread":0.2353713770428057,"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."}}