{"id":"W2790967424","doi":"10.1017/s1551929500061265","title":"Part 3: Marketing and Managing a Research Core/Facility","year":2007,"lang":"en","type":"article","venue":"Microscopy Today","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Core (optical fiber); Business; Marketing; Computer science; Telecommunications","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02498543,0.000113025,0.0002394313,0.0002211396,0.0002716001,0.00003534565,0.00008574887,0.000123367,0.0004034962],"category_scores_gemma":[0.03066659,0.00009198693,0.00003340209,0.0003952633,0.0003818694,0.00005643548,0.0001217815,0.0008888555,0.0001441782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002254695,"about_ca_system_score_gemma":0.001025662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001752168,"about_ca_topic_score_gemma":0.00003358483,"domain_scores_codex":[0.9965773,0.0001913503,0.0003120833,0.0003521057,0.0007967773,0.001770338],"domain_scores_gemma":[0.9937128,0.001333996,0.00002964668,0.0003435014,0.0002196709,0.004360425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004068139,0.000325559,0.128534,0.002272034,0.00004199757,0.0009581221,0.001143431,5.353196e-8,0.1908805,0.00009796177,0.2358242,0.435854],"study_design_scores_gemma":[0.002014611,0.0007112739,0.08875143,0.0008720289,0.00001332367,0.0001241094,0.0007049762,0.00005596865,0.02137231,0.0001792799,0.8850304,0.0001702977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670752,0.001375399,0.0003595969,0.01114951,0.0001522026,0.0006010676,0.00001145986,0.00005927374,0.01921628],"genre_scores_gemma":[0.9785226,0.00133052,0.003006516,0.007519064,0.0004925177,0.0000205492,0.00003220426,0.0000287734,0.009047261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6492062,"threshold_uncertainty_score":0.9774985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2233930322474321,"score_gpt":0.5101563197676396,"score_spread":0.2867632875202075,"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."}}