{"id":"W4416613514","doi":"10.5256/f1000research.146199.r177190","title":"Referee report. For: The identification of high-performing antibodies for RNA-binding protein FUS for use in Western Blot, immunoprecipitation, and immunofluorescence [version 1; peer review: 1 approved with reservations]","year":2023,"lang":"en","type":"article","venue":"Faculty of 1000 Research Ltd","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Genentech; Government of Canada; Ontario Genomics Institute; European Federation of Pharmaceutical Industries and Associations; Merck KGaA; Mitacs; Ontario Genomics; Genome Canada; Medical Research Council; Bayer; Motor Neurone Disease Association; Pfizer; Bristol-Myers Squibb","keywords":"Immunofluorescence; Antibody; Identification (biology); Indirect immunofluorescence; Monoclonal antibody; Western blot","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006342725,0.0008715508,0.001471811,0.003347139,0.003509281,0.002869477,0.002626574,0.005700292,0.5311476],"category_scores_gemma":[0.07191282,0.000612533,0.001298126,0.002624713,0.0007746546,0.002209594,0.002479488,0.004162321,0.3365578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003558383,"about_ca_system_score_gemma":0.005258086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02985237,"about_ca_topic_score_gemma":0.04498146,"domain_scores_codex":[0.9954483,0.0006062196,0.0005671728,0.0005463339,0.002500247,0.0003317758],"domain_scores_gemma":[0.9115235,0.0115804,0.001249673,0.00420294,0.06856696,0.002876549],"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":[0.00001038036,0.00001278953,0.00003712937,0.0000427354,0.000002182888,0.00003576433,0.00001397662,0.000006903053,0.0001678322,0.0002069676,0.9960417,0.003421623],"study_design_scores_gemma":[0.0000262197,0.00001744668,0.001132074,0.00008212978,0.000010946,0.0001304351,0.0001043663,0.00007896731,0.0004608849,0.00102482,0.9968945,0.00003718857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.00111902,0.003358325,0.008703751,0.3185783,0.4334896,0.002699883,0.05360564,0.007865734,0.1705798],"genre_scores_gemma":[0.006249424,0.002733818,0.007013789,0.07030381,0.04263939,0.001435889,0.01858482,0.002659652,0.8483794],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5311476,"threshold_uncertainty_score":0.668761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100181042775523,"score_gpt":0.3987879500280959,"score_spread":0.2986069072525729,"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."}}