{"id":"W4238487626","doi":"10.5623/cig2013-057","title":"Industry News","year":2013,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006838311,0.0009679538,0.0004991661,0.001846856,0.002141296,0.007623551,0.0009220123,0.005283569,0.4205939],"category_scores_gemma":[0.002879427,0.0003941783,0.0006804531,0.001801843,0.0006675813,0.00244876,0.001304307,0.003675539,0.3226153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002075466,"about_ca_system_score_gemma":0.003977433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01716087,"about_ca_topic_score_gemma":0.04453795,"domain_scores_codex":[0.998919,0.00005045742,0.00002580925,0.0001157953,0.0007136681,0.0001752154],"domain_scores_gemma":[0.9986672,0.0001474603,0.00006527787,0.0001067257,0.0007483806,0.0002649928],"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":[0.00001255975,0.00001209958,0.00005087485,0.00001984244,0.000001035337,0.00002921305,0.000006174451,0.00001331656,0.00006130326,0.001307512,0.9861851,0.01230088],"study_design_scores_gemma":[0.000003385136,0.000004421151,0.0002331201,0.00002017287,0.0000011794,0.00001329256,0.00002619177,0.00002054393,0.00005033932,0.0002671527,0.9993581,0.000002084758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007382776,0.002982769,0.0003310291,0.04914821,0.02371267,0.00005048616,0.002015738,0.0007356171,0.9202852],"genre_scores_gemma":[0.001355274,0.001035849,0.00009208595,0.005251826,0.001365377,0.0000084335,0.0006840943,0.0001146356,0.9900925],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5794061,"threshold_uncertainty_score":0.8264526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489065541044624,"score_gpt":0.2390823801235375,"score_spread":0.2241917247130912,"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."}}