{"id":"W4234648149","doi":"10.5623/cig2011-032","title":"Industry News","year":2011,"lang":"en","type":"article","venue":"GEOMATICA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001137355,0.00008638934,0.0001014437,0.00005453756,0.00003884003,0.00001296146,0.000178558,0.0002305588,0.00831747],"category_scores_gemma":[0.00009142051,0.00007684961,0.0000315464,0.0001724204,0.00005188327,0.0001006442,0.00005616958,0.0003282288,0.07037398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002040002,"about_ca_system_score_gemma":0.00002712741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001287835,"about_ca_topic_score_gemma":0.00002087622,"domain_scores_codex":[0.9993044,0.00003219984,0.0001513394,0.0001215648,0.0001423043,0.0002482657],"domain_scores_gemma":[0.9994151,0.00001630231,0.0000502345,0.0003852188,0.00002202139,0.0001111472],"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":[0.0001172637,0.00121669,0.2026614,0.0001341334,0.0002810883,0.0002395592,0.01455249,0.000005803597,0.01117015,0.09262691,0.6504178,0.02657674],"study_design_scores_gemma":[0.002104051,0.0002772523,0.6904961,0.000172383,0.0002021305,0.0001819845,0.003334383,0.000701028,0.02752545,0.08986364,0.1837216,0.001420048],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5453628,0.00001003662,0.00004081201,0.00006254426,0.00004859602,0.00008220082,0.000006694414,0.0002148202,0.4541715],"genre_scores_gemma":[0.991786,3.155885e-7,0.006142356,0.0002521454,0.0000473435,0.00001551808,0.000003091335,0.00004227956,0.001710947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4878347,"threshold_uncertainty_score":0.9925891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07166132126872901,"score_gpt":0.2530256445348769,"score_spread":0.1813643232661479,"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."}}