{"id":"W2630237931","doi":"10.1080/00330124.2017.1325749","title":"Critical Data, Critical Technology in Theory and Practice","year":2017,"lang":"en","type":"article","venue":"The Professional Geographer","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Sociology; Management science; Engineering ethics; Engineering","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":[0.05502413,0.001096079,0.001737056,0.008596329,0.007483612,0.02468425,0.0025661,0.01011411,0.00553856],"category_scores_gemma":[0.1146956,0.0009520407,0.0006326724,0.008694691,0.1001896,0.03096969,0.005870365,0.01216122,0.0008883622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01163661,"about_ca_system_score_gemma":0.02102559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006435236,"about_ca_topic_score_gemma":0.004553698,"domain_scores_codex":[0.9618227,0.03034573,0.001961122,0.002088009,0.003075856,0.000706606],"domain_scores_gemma":[0.7528666,0.2233951,0.004179081,0.009653754,0.007770922,0.002134614],"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":[0.000006435797,0.00001033721,0.00008429034,0.000225346,0.000004836522,0.0000235766,0.003086349,0.00009491181,0.00002203631,0.9860784,0.00568597,0.004677495],"study_design_scores_gemma":[0.00001713733,0.000008684394,0.0000722527,0.0006120482,0.000006767852,0.00003423766,0.002502391,0.0002611189,0.00006489481,0.9584817,0.03792733,0.00001137644],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007419853,0.2082457,0.2307275,0.3346376,0.009676609,0.0005213442,0.0003442731,0.0003047852,0.2081224],"genre_scores_gemma":[0.6963186,0.08306701,0.1442977,0.03899202,0.01502109,0.002886198,0.0002254798,0.0004551928,0.01873673],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05502413,"threshold_uncertainty_score":0.2909989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05377453605464707,"score_gpt":0.4627804333011098,"score_spread":0.4090058972464627,"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."}}