{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000144565,0.00008454329,0.000113768,0.00003060868,0.0003444661,0.0002019184,0.0004865792,0.0002351723,0.001501422],"category_scores_gemma":[0.0005146404,0.00007575861,0.00003406412,0.00002704506,0.0001094734,0.0002127929,0.0001512814,0.0003582854,0.0486495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002296671,"about_ca_system_score_gemma":0.00003238489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001302344,"about_ca_topic_score_gemma":0.00004694371,"domain_scores_codex":[0.9993112,0.00001951054,0.0001239974,0.00012942,0.0001726769,0.000243188],"domain_scores_gemma":[0.9985043,0.00002041481,0.0001333425,0.001211456,0.0000236293,0.0001068577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003634674,0.0002860078,0.2362382,0.00008580588,0.0001443823,0.0001501561,0.0008390983,0.00001746935,0.01068806,0.02893841,0.6835421,0.03903399],"study_design_scores_gemma":[0.001047687,0.00004184662,0.7449914,0.0001018551,0.00005563077,0.00003997602,0.0002548396,0.0007715286,0.003180296,0.01805879,0.231004,0.0004521581],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6429558,0.000007527485,0.00001528862,0.001273029,0.00008934274,0.00008552479,0.00001190627,0.0001249215,0.3554366],"genre_scores_gemma":[0.9943023,4.315848e-7,0.001314627,0.0001595129,0.0001176374,0.00001117627,0.000002697352,0.00003454825,0.004057099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5087532,"threshold_uncertainty_score":0.9994113,"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."}}