{"id":"W1632814210","doi":"10.1007/978-94-015-9688-6_51","title":"ISO Results for Protoplanetary Nebulae","year":2001,"lang":"en","type":"book-chapter","venue":"Astrophysics and space science library","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Physics; Astrophysics; Radiative transfer; Planetary nebula; Spectral line; Astronomy; Stars; Optics","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":[0.00009112732,0.0004719372,0.0004872705,0.0001577428,0.0007139674,0.0005354426,0.0005075071,0.00006971108,0.0001038256],"category_scores_gemma":[0.00000206001,0.0004218062,0.0001899779,0.0001398323,0.0005948691,0.001503093,0.0004776808,0.0002993794,0.00005428219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001279697,"about_ca_system_score_gemma":0.0002347656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001390764,"about_ca_topic_score_gemma":2.244898e-7,"domain_scores_codex":[0.9980031,0.000005883414,0.0003849237,0.0007057404,0.0003904846,0.0005099225],"domain_scores_gemma":[0.9987869,0.00005385738,0.0003857374,0.0004577545,0.00009646882,0.0002192356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008730527,0.0000324314,0.00009073454,0.00002726665,0.00008143618,0.000002614402,0.0001908777,0.00005471526,0.00006417393,0.9381239,0.01502504,0.04621948],"study_design_scores_gemma":[0.0007680018,0.0002821183,0.000142109,0.0001081867,0.00006388708,0.00000150094,0.0001856511,0.001041949,0.0001478764,0.234449,0.7621472,0.0006623984],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00174202,0.0001469548,0.01010454,0.001081711,0.0003245366,0.001376189,0.002753359,0.00009943302,0.9823713],"genre_scores_gemma":[0.1550739,0.0002934437,0.02791653,0.0003486628,0.004943351,0.0002284331,0.003016978,0.0003000155,0.8078787],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7471222,"threshold_uncertainty_score":0.9998234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108677842046699,"score_gpt":0.2137363689619408,"score_spread":0.2026495905414738,"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."}}