{"id":"W3024194005","doi":"10.1111/cag.12612","title":"For Anna: After critical GIS, what next?","year":2020,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Honour; Sociology; Work (physics); Economic Justice; Public relations; Engineering ethics; Political science; Law; Engineering","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","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.0006552065,0.0004939244,0.0005933778,0.002441294,0.002774848,0.001610899,0.0007503534,0.0003457716,0.0003172834],"category_scores_gemma":[0.001174821,0.0005429143,0.000617814,0.005723549,0.003803323,0.003559698,0.0000643848,0.0002734024,0.00004808256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001151317,"about_ca_system_score_gemma":0.0004911839,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.488881,"about_ca_topic_score_gemma":0.9871423,"domain_scores_codex":[0.9956975,0.0001391397,0.000701128,0.0006772588,0.0005352079,0.002249738],"domain_scores_gemma":[0.9949856,0.0004764381,0.0001513203,0.0004195873,0.0009671215,0.002999882],"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":[0.0002178737,0.00005100893,0.2105412,0.0007457974,0.0008461301,0.000205505,0.1763597,0.0000137404,0.000005456854,0.4172618,0.1493656,0.04438623],"study_design_scores_gemma":[0.00026853,0.0001229472,0.00809398,0.00008101025,0.0000687642,0.000004815392,0.225262,0.000009900834,0.000002309044,0.002400125,0.7630824,0.0006031506],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5748126,0.07424226,0.0001970897,0.2983628,0.01180846,0.00682595,0.001655471,0.001557265,0.03053814],"genre_scores_gemma":[0.9775448,0.009156811,0.0003848684,0.01042053,0.000911778,0.001290417,0.00005786608,0.00006077308,0.0001721736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6137168,"threshold_uncertainty_score":0.9997022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02345391402538385,"score_gpt":0.2508445198194259,"score_spread":0.227390605794042,"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."}}