{"id":"W4242328152","doi":"10.1007/978-3-662-44185-5_100662","title":"Luminosity-Temperature Diagram","year":2015,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Astrobiology","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Diagram; Physics; Materials science; Mathematics; Statistics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001088297,0.0002871107,0.0004403165,0.000139713,0.00001373905,0.000006028278,0.0001790638,0.0005879652,0.0005379706],"category_scores_gemma":[0.0000151881,0.0002802545,0.0001173914,0.0000202853,0.00008538525,0.00004509826,0.00004026053,0.0004104938,0.00007335725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005654146,"about_ca_system_score_gemma":0.00006005574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001730764,"about_ca_topic_score_gemma":0.0000162365,"domain_scores_codex":[0.9991626,0.00001312904,0.0003330044,0.0001929147,0.0001157634,0.000182584],"domain_scores_gemma":[0.9994357,0.00001912165,0.00008115185,0.000274523,0.0001000304,0.00008945161],"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":[0.00002396143,0.00002882713,0.0001420014,0.0001938802,0.00024748,0.00001725071,0.0001538448,0.0001437316,0.01066607,0.05722683,0.9122846,0.01887152],"study_design_scores_gemma":[0.0001521176,0.0001144795,0.00003244891,0.00006060861,0.00003749992,0.000008022084,0.000002847197,0.000007795571,0.001508423,0.001398029,0.996411,0.0002666794],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003544075,0.001494268,0.0003463871,0.00003471933,0.0009408518,0.0002746282,0.0001205092,0.0004955592,0.9959387],"genre_scores_gemma":[0.0371682,0.006402676,0.004152069,0.0001307401,0.001770854,0.00006830272,0.001741886,0.0002870173,0.9482782],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08412644,"threshold_uncertainty_score":0.999965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01565604263364122,"score_gpt":0.2141381443925279,"score_spread":0.1984821017588867,"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."}}