{"id":"W4401952597","doi":"10.18280/ijdne.190403","title":"Comparative Effects of Nd: YAG and Diode Laser Irradiation on Escherichia coli Clinical Isolates: A Molecular Analysis","year":2024,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Spaceflight effects on biology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Escherichia coli; Irradiation; Laser; Microbiology; Materials science; Optoelectronics; Biology; Optics; Genetics; Physics; Gene; Nuclear physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004991869,0.0001366159,0.0005326649,0.0005127827,0.00001552905,0.00003618357,0.00009476733,0.0002624132,0.000007730125],"category_scores_gemma":[0.0002760835,0.0001007781,0.0002010667,0.0002576127,0.00007702429,0.00009056304,0.00002182587,0.0006493399,0.00000185996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006517395,"about_ca_system_score_gemma":0.00008645256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003517491,"about_ca_topic_score_gemma":0.000005944017,"domain_scores_codex":[0.9988742,0.0001800378,0.0004331074,0.0001805775,0.0002353553,0.00009666891],"domain_scores_gemma":[0.998132,0.001157132,0.0002534967,0.00007970131,0.0002741516,0.0001035352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.03197747,0.004427119,0.1632743,0.001670671,0.1366895,0.01007718,0.006267221,0.01949907,0.544354,0.02758318,0.009031335,0.04514887],"study_design_scores_gemma":[0.007086969,0.01049961,0.2593566,0.001594507,0.006985751,0.0007076395,0.0001508581,0.6786225,0.02950958,0.003292474,0.001656884,0.0005365491],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723705,0.004327158,0.02117301,0.001151009,0.0006918515,0.0001736021,0.000009941963,0.000009714556,0.00009319042],"genre_scores_gemma":[0.9952959,0.0009301484,0.002929768,0.0006153163,0.0001701039,0.000002055563,0.00001508652,0.00001048827,0.0000311195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6591235,"threshold_uncertainty_score":0.4109612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01223423499789113,"score_gpt":0.3336173242889535,"score_spread":0.3213830892910624,"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."}}