{"id":"W7132440359","doi":"","title":"Mindray Bio-Medical (C): Marketing Strategy in the Ultrasound Imaging System Business","year":2008,"lang":"en","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"Ultrasonic sensor; Ultrasound imaging; Medical imaging; Ultrasound; Process (computing); Ultrasonic imaging; Ultrasonography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001805291,0.0007081135,0.0006204238,0.000776155,0.0006870992,0.0002009314,0.001299118,0.0006868808,0.0003987017],"category_scores_gemma":[0.001024304,0.0005555555,0.0002042022,0.001038582,0.001767274,0.0002016572,0.0001156524,0.001142126,0.001350812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221357,"about_ca_system_score_gemma":0.003513776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001345537,"about_ca_topic_score_gemma":0.0002456034,"domain_scores_codex":[0.9938459,0.0009659761,0.0009193341,0.0009764226,0.002576723,0.000715613],"domain_scores_gemma":[0.9974527,0.0006426328,0.0006006822,0.0008904221,0.0001984775,0.0002150568],"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":[0.0001788565,0.0005604542,0.01021888,0.001571524,0.0002599322,0.0269777,0.0002170935,0.0004691329,0.001189683,0.005774896,0.9511778,0.001404056],"study_design_scores_gemma":[0.001205585,0.000009466375,0.04886938,0.008155622,0.0001146782,0.0440827,0.0007581126,0.0003142932,0.00004446097,0.000006891863,0.8952417,0.001197148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003710324,0.008099348,0.0001223457,0.0000473428,0.002755774,0.0007086772,0.0001446418,0.0005412556,0.9838703],"genre_scores_gemma":[0.7894782,0.0003207484,0.0002921097,0.0002394601,0.009122545,0.0003484,0.0007856766,0.001396596,0.1980162],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7858541,"threshold_uncertainty_score":0.9996896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009891896444655983,"score_gpt":0.2323270104741856,"score_spread":0.2224351140295296,"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."}}