{"id":"W1639467918","doi":"10.71781/16899","title":"Étude de la variabilité des étoiles massives à l'aide de la photométrie et de la spectroscopie","year":2006,"lang":"fr","type":"dissertation","venue":"Open MIND","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002723135,0.0006317295,0.000591041,0.002785427,0.0006724217,0.001839712,0.001073672,0.0005648317,0.00695234],"category_scores_gemma":[0.008854659,0.0006161031,0.0008613286,0.002491591,0.0008120702,0.001134746,0.0008113686,0.0006532139,0.001125333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00112838,"about_ca_system_score_gemma":0.0004308786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04140943,"about_ca_topic_score_gemma":0.04548698,"domain_scores_codex":[0.9992986,0.0001096716,0.00001818251,0.0003157541,0.0001712116,0.00008657738],"domain_scores_gemma":[0.9938838,0.003115935,0.0008396349,0.0009332154,0.0009678249,0.0002594418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008879169,0.00008710857,0.7401374,0.0003054183,0.00173708,0.0003700192,0.00101525,0.01530786,0.06040841,0.008842062,0.002830842,0.1680706],"study_design_scores_gemma":[0.00003379532,0.00007217297,0.9691823,0.00003409558,0.0002012097,0.0002548793,0.0001224002,0.01319382,0.007744168,0.002162094,0.006937956,0.00006118994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518321,0.005294825,0.02448184,0.0004638958,0.00006804745,0.00002826543,0.006016993,0.001008167,0.0108059],"genre_scores_gemma":[0.989844,0.0005859975,0.004745875,0.00003463047,0.00003953792,0.00001421215,0.001431171,0.0001703158,0.003134405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04140943,"threshold_uncertainty_score":0.08233678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01216681006441378,"score_gpt":0.3008831509784143,"score_spread":0.2887163409140005,"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."}}