{"id":"W6893485125","doi":"10.5281/zenodo.1755252","title":"STELUM: A Progress Report","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Emphasis (telecommunications); Table (database); Sequence (biology); Opacity; White paper; Stellar evolution","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007885278,0.002598288,0.001328458,0.003816466,0.0009210404,0.004950851,0.004602873,0.001972456,0.06592228],"category_scores_gemma":[0.006466908,0.001160232,0.001986852,0.002915982,0.0008038829,0.007159799,0.005432786,0.002644164,0.08428062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001322292,"about_ca_system_score_gemma":0.002752366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003385088,"about_ca_topic_score_gemma":0.001482889,"domain_scores_codex":[0.9976258,0.0004053846,0.0001194417,0.0005183902,0.0009711909,0.000359921],"domain_scores_gemma":[0.995263,0.0007011613,0.0002017828,0.001212623,0.001729889,0.000891512],"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":[0.001301244,0.0006714636,0.003806928,0.001727278,0.0002042114,0.0003199723,0.0003672038,0.006461489,0.01056563,0.02251368,0.3888263,0.5632347],"study_design_scores_gemma":[0.0001036953,0.0002801797,0.001308792,0.0003228984,0.0000783334,0.0002422448,0.00007188277,0.007478476,0.01148894,0.003397677,0.9751745,0.00005248123],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04181663,0.05116758,0.3553692,0.009650638,0.006922315,0.001594323,0.07404263,0.1445153,0.3149215],"genre_scores_gemma":[0.05705109,0.02907537,0.3272335,0.004005641,0.003037879,0.001456226,0.3073796,0.0606244,0.2101363],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06592228,"threshold_uncertainty_score":0.220532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02712732635717537,"score_gpt":0.2516943615150459,"score_spread":0.2245670351578705,"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."}}