{"id":"W4404142416","doi":"10.1007/978-3-031-58468-8_8","title":"Continuum Source Identification and Measurement","year":2024,"lang":"en","type":"book-chapter","venue":"Astrophysics and space science library","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Physics; Astrophysics; Identification (biology); Astronomy; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.000645318,0.0007167687,0.0006240922,0.001911101,0.0006914061,0.002736756,0.001379166,0.00115875,0.04287167],"category_scores_gemma":[0.001008684,0.0005453302,0.0003970003,0.001656346,0.001019174,0.001713546,0.001551179,0.001361144,0.04768578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007006163,"about_ca_system_score_gemma":0.000905155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000943683,"about_ca_topic_score_gemma":0.001254529,"domain_scores_codex":[0.999281,0.00004863557,0.00001687396,0.0001156377,0.0005115851,0.00002625351],"domain_scores_gemma":[0.9994888,0.0001363877,0.00002409268,0.0001403709,0.0001837072,0.00002662253],"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":[0.00004240792,0.00007377221,0.0005265487,0.0002022351,0.00001158337,0.0000767958,0.0001046767,0.00100073,0.01051891,0.04940057,0.09194767,0.8460941],"study_design_scores_gemma":[0.000006761833,0.00004728371,0.00276049,0.0001725051,0.000017158,0.0006917295,0.0001199729,0.004565846,0.01337187,0.06388856,0.914328,0.00002990659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002712919,0.01526859,0.4970566,0.001619173,0.001395494,0.0002036763,0.00108501,0.005423827,0.4752347],"genre_scores_gemma":[0.02478335,0.01245116,0.1143111,0.00102686,0.0009145639,0.0001498343,0.001965084,0.0009324481,0.8434656],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04287167,"threshold_uncertainty_score":0.14342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008613017592699515,"score_gpt":0.1854464358341127,"score_spread":0.1768334182414132,"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."}}