{"id":"W4413528876","doi":"10.55248/gengpi.6.0825.2901","title":"Management of the Life cycle of Laboratory Electronic information-GAP Analysis","year":2025,"lang":"en","type":"article","venue":"International Journal of Research Publication and Reviews","topic":"Wireless Sensor Networks for Data Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003282645,0.00005451353,0.0002283011,0.001115106,0.00005392129,0.0001422276,0.00178503,0.00002814277,0.00002813085],"category_scores_gemma":[0.0004604739,0.00003490679,0.0001873009,0.003365871,0.00009594673,0.0009006319,0.0003535539,0.0002070932,0.00000340278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006593732,"about_ca_system_score_gemma":0.0002151233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001443644,"about_ca_topic_score_gemma":0.000006787582,"domain_scores_codex":[0.9977971,0.0003063162,0.0008435232,0.00008940058,0.0008447375,0.000118868],"domain_scores_gemma":[0.9958366,0.0001125571,0.0007320349,0.0004129592,0.002853201,0.00005272112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003038312,0.000192005,0.009966605,0.0002467097,0.004554083,0.000001299937,0.0002915347,0.001254629,0.0001088144,0.6871281,0.02465287,0.2715729],"study_design_scores_gemma":[0.0007878348,0.00006300286,0.05937076,0.0006235911,0.000444227,0.000006155039,0.0002329358,0.04696599,0.000643775,0.005633538,0.8850908,0.0001374046],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04683515,0.05564677,0.7491766,0.1279726,0.00123142,0.001720916,0.00008940287,0.00004113413,0.01728598],"genre_scores_gemma":[0.967408,0.02883606,0.003005526,0.0003790206,0.00003735243,0.00001190528,0.00001203428,0.000002150383,0.0003079345],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9205729,"threshold_uncertainty_score":0.331706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02409430248255984,"score_gpt":0.3703120718016729,"score_spread":0.346217769319113,"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."}}