{"id":"W4416658083","doi":"10.5256/f1000research.155459.r235153","title":"Referee report. For: Clinical parameters as predictors for sperm retrieval success in azoospermia: experience from Indonesia [version 1; peer review: 2 approved]","year":2024,"lang":"en","type":"article","venue":"Faculty of 1000 Research Ltd","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Universitas Indonesia; Société Internationale D'Urologie","keywords":"Population; MEDLINE; Reliability (semiconductor); Sperm Retrieval","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":[0.003754224,0.0009745804,0.001803326,0.002679716,0.001772635,0.00180203,0.002314995,0.00558509,0.3000835],"category_scores_gemma":[0.09681336,0.0004278983,0.001691569,0.002041458,0.0005853901,0.001727365,0.002113671,0.003355166,0.117505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002321788,"about_ca_system_score_gemma":0.003670079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03409611,"about_ca_topic_score_gemma":0.03953918,"domain_scores_codex":[0.9978157,0.000420484,0.0004956587,0.000252096,0.0008273172,0.0001887546],"domain_scores_gemma":[0.9280486,0.02048638,0.001529098,0.002054759,0.04561002,0.002271203],"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":[0.00002437591,0.00001240609,0.0001812519,0.0001125245,0.00000504075,0.0001230934,0.00003205174,0.00001009471,0.00005708131,0.00006730828,0.9933187,0.00605613],"study_design_scores_gemma":[0.0002586017,0.00008133205,0.01150211,0.001194472,0.00006773277,0.001395886,0.000985841,0.0003024989,0.0005335924,0.002330498,0.9811736,0.0001737367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001504254,0.006698421,0.001682557,0.532956,0.4097362,0.001502912,0.02117519,0.001821369,0.02292311],"genre_scores_gemma":[0.02124948,0.0100151,0.006029874,0.4386982,0.1957863,0.004457647,0.01276577,0.00149393,0.3095037],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3000835,"threshold_uncertainty_score":0.998346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1209283275433949,"score_gpt":0.456456732913666,"score_spread":0.335528405370271,"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."}}