{"id":"W6911497877","doi":"10.5281/zenodo.10966714","title":"Fscan","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Narrowband; Detector; Pipeline (software); Noise (video); Spectral analysis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001164869,0.002547676,0.0009646078,0.00323694,0.001517969,0.003496422,0.002904367,0.001481574,0.1510277],"category_scores_gemma":[0.003560768,0.0009589064,0.001325642,0.001986074,0.0006022907,0.001824388,0.001901156,0.001332373,0.09999142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001395779,"about_ca_system_score_gemma":0.002842667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02044735,"about_ca_topic_score_gemma":0.02624952,"domain_scores_codex":[0.9990144,0.00007363992,0.00004498471,0.0002826592,0.0004409756,0.0001433144],"domain_scores_gemma":[0.998489,0.0002093083,0.00007212863,0.0004915667,0.0006337585,0.0001041934],"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":[0.0002761238,0.00005968333,0.001032411,0.0001558057,0.00008069319,0.00008969959,0.00005748131,0.004933734,0.004756635,0.00693117,0.8957292,0.08589732],"study_design_scores_gemma":[0.0002996117,0.000065485,0.002470545,0.00008020743,0.0001148513,0.0002817575,0.00006816925,0.1283941,0.04123281,0.02296325,0.8038372,0.0001920088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.004930911,0.0004721355,0.2753054,0.0005680667,0.0004940539,0.0004910711,0.1529996,0.4883617,0.07637708],"genre_scores_gemma":[0.06828401,0.0004668956,0.3249664,0.001503761,0.000347104,0.001108035,0.4080697,0.09038562,0.1048684],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8489723,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03468875628569523,"score_gpt":0.2590832951105085,"score_spread":0.2243945388248133,"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."}}