{"id":"W2120746859","doi":"10.1093/jnci/djt360","title":"Validated or Not Validated? That Is the Question","year":2014,"lang":"en","type":"letter","venue":"JNCI Journal of the National Cancer Institute","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; Ontario Institute for Cancer Research","funders":"","keywords":"Epirubicin; Cyclophosphamide; Medicine; Oncology; Chemotherapy; Internal medicine; Doxorubicin; Fluorouracil","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.4543883,0.001364927,0.004132241,0.004097306,0.003371198,0.01727246,0.006583503,0.01207741,0.008557551],"category_scores_gemma":[0.7294655,0.001560663,0.002581458,0.005066539,0.02600131,0.02303172,0.005768568,0.01260923,0.005335181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005434686,"about_ca_system_score_gemma":0.011979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006943072,"about_ca_topic_score_gemma":0.003377105,"domain_scores_codex":[0.6636427,0.2028086,0.04127819,0.03709759,0.04888064,0.006292363],"domain_scores_gemma":[0.1629673,0.5919052,0.03587854,0.07355101,0.1309489,0.004749079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008262413,0.0002253841,0.06385222,0.007866901,0.002424255,0.0006235144,0.006454399,0.002224003,0.001490721,0.2585822,0.2263295,0.4291006],"study_design_scores_gemma":[0.0002523511,0.0003420933,0.02019842,0.02233367,0.0006827213,0.001507434,0.005294643,0.005166585,0.002816271,0.378027,0.5628707,0.0005081971],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01526412,0.06626166,0.1103277,0.7322425,0.04488796,0.0006724411,0.004040819,0.0006217664,0.025681],"genre_scores_gemma":[0.3663397,0.02776206,0.1246964,0.4213639,0.04424785,0.002097404,0.004805596,0.001814382,0.00687274],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4543883,"threshold_uncertainty_score":0.6728364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.251135481940737,"score_gpt":0.4613854406328746,"score_spread":0.2102499586921376,"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."}}