{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.000667293,0.0003621588,0.0004198952,0.003700239,0.004309561,0.0003172489,0.0003833714,0.0002442274,0.0002998878],"category_scores_gemma":[0.000807084,0.000388809,0.0001835519,0.004786173,0.01927859,0.0006951102,0.00006724546,0.0002142735,0.0000382331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143797,"about_ca_system_score_gemma":0.0003913954,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8258839,"about_ca_topic_score_gemma":0.9963037,"domain_scores_codex":[0.9968747,0.0001684364,0.0004628091,0.0005139814,0.0004256726,0.001554418],"domain_scores_gemma":[0.9965187,0.0003639385,0.0001318065,0.0003402008,0.001070113,0.0015752],"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":[0.00001085327,0.000006811565,0.2410324,0.0000274615,0.000181978,0.00003046156,0.03764383,1.169311e-7,0.000003188702,0.7109871,0.005873027,0.004202758],"study_design_scores_gemma":[0.0003475242,0.0001760308,0.2661154,0.00008755804,0.00007829883,0.000059368,0.2275896,0.000005130012,0.000008334588,0.02540472,0.4792876,0.0008404875],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7806882,0.001704919,0.00002021672,0.006242041,0.002098122,0.0007087887,0.0002621311,0.0002579,0.2080177],"genre_scores_gemma":[0.9970134,0.0008034857,0.0004747777,0.0007589895,0.0005030965,0.00006362105,0.00001045208,0.00002675423,0.0003454389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6855824,"threshold_uncertainty_score":0.9998564,"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."}}