{"id":"W4236850805","doi":"10.5623/cig2017-108","title":"Industry News","year":2017,"lang":"en","type":"article","venue":"GEOMATICA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Business; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008121898,0.001063974,0.0005389038,0.002063805,0.002180292,0.00876812,0.0009626279,0.005556366,0.4292852],"category_scores_gemma":[0.003474197,0.0004138606,0.0007046212,0.001872753,0.0007949721,0.003082852,0.001602647,0.004061435,0.3560886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002149034,"about_ca_system_score_gemma":0.004167251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0129668,"about_ca_topic_score_gemma":0.03088317,"domain_scores_codex":[0.9986563,0.00006908153,0.00003279297,0.0001354491,0.0008919883,0.0002143791],"domain_scores_gemma":[0.9982033,0.0001981706,0.00008626058,0.0001492341,0.0009971798,0.0003658549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001211703,0.00001193755,0.00005178718,0.00002140877,0.000001097978,0.00003070103,0.00000684167,0.0000133345,0.00005786343,0.001611979,0.9866981,0.0114829],"study_design_scores_gemma":[0.000003249548,0.000004139541,0.0001617252,0.00002069672,0.000001041719,0.00001270414,0.00002842992,0.00001871887,0.00004626436,0.0002915844,0.9994096,0.000001900578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007614606,0.003357388,0.0003202638,0.05784991,0.03296069,0.0000480489,0.002112644,0.0007147706,0.9018748],"genre_scores_gemma":[0.001521957,0.001333233,0.00009425719,0.005952746,0.002272576,0.000009710444,0.0009328127,0.0001471483,0.9877356],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5707148,"threshold_uncertainty_score":0.8140554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04177907954735204,"score_gpt":0.3186002398943543,"score_spread":0.2768211603470023,"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."}}