{"id":"W2029562268","doi":"10.3390/microorganisms2010001","title":"Sad State of Phage Electron Microscopy. Please Shoot the Messenger","year":2013,"lang":"en","type":"article","venue":"Microorganisms","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Université Laval","keywords":"Electron microscope; Magnification; Electron micrographs; Negative stain; Scanning electron microscope; Microscopy; Micrograph; Microscope; Chemistry; Biology; Optics; Materials science; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009139511,0.000155873,0.0001432973,0.00001974235,0.0001502217,0.00006640528,0.0003241926,0.00003949707,0.01826832],"category_scores_gemma":[0.000009434621,0.0001105651,0.00007538528,0.0001646245,0.0001984265,0.0002384178,0.000169519,0.0001776151,0.004094427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008854097,"about_ca_system_score_gemma":0.00001288519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001716346,"about_ca_topic_score_gemma":0.0002594932,"domain_scores_codex":[0.9990495,0.00004695686,0.0002379071,0.0002356027,0.00009779372,0.0003322543],"domain_scores_gemma":[0.9994427,0.00003237378,0.0001061142,0.0003321233,0.0000158625,0.00007082526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000060807,0.0000753775,0.0001814937,0.000003777421,0.00001353897,0.000001480691,0.0004857543,0.000007614131,0.9820773,0.000003906568,0.01502929,0.002114356],"study_design_scores_gemma":[0.0001490431,0.00004945383,0.04224157,0.000005944028,0.00001507694,0.00002042187,0.00006319146,0.000005945969,0.9323894,0.00009852533,0.02483664,0.0001247602],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970347,0.0000883748,0.000149406,0.0007522987,0.0001559072,0.0003097631,0.00002451868,0.00003028523,0.001454735],"genre_scores_gemma":[0.9919174,0.00003266681,0.0006822293,0.0006628652,0.00002797031,0.00001572824,0.000009349534,0.00002728913,0.006624554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0496879,"threshold_uncertainty_score":0.996681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003386019566903182,"score_gpt":0.2193479289340988,"score_spread":0.2159619093671956,"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."}}