{"id":"W6947891351","doi":"10.4224/40000362","title":"Double stars","year":2019,"lang":"en","type":"article","venue":"NPARC","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00792599,0.001217929,0.002360601,0.004958851,0.004902871,0.0110606,0.00286444,0.006138587,0.7547901],"category_scores_gemma":[0.03706711,0.001327436,0.001410875,0.00173259,0.001621005,0.004720766,0.007597157,0.005155112,0.741273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002178842,"about_ca_system_score_gemma":0.008153399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001393827,"about_ca_topic_score_gemma":0.005059211,"domain_scores_codex":[0.9900987,0.001133357,0.0004782613,0.001276194,0.005790414,0.001223155],"domain_scores_gemma":[0.9139967,0.003161864,0.001606296,0.01129064,0.04790368,0.02204087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003982706,0.00002213841,0.0001602593,0.0001099118,0.000006755716,0.00005022086,0.00002716946,0.00001291329,0.000535938,0.001111947,0.9773479,0.02057499],"study_design_scores_gemma":[0.00003205018,0.00001663509,0.0008050445,0.00008602344,0.000008456521,0.0001170792,0.0001123232,0.0001111912,0.0005829177,0.001572864,0.9965269,0.00002839749],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003283652,0.001555298,0.004289755,0.05124792,0.1801913,0.001232397,0.01299895,0.009105285,0.7360954],"genre_scores_gemma":[0.004709403,0.000431356,0.001433731,0.002422453,0.006450301,0.0002855715,0.004477036,0.00234721,0.977443],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7547901,"threshold_uncertainty_score":0.3497622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006005950276040865,"score_gpt":0.2477764200950024,"score_spread":0.2417704698189615,"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."}}