{"id":"W7084907247","doi":"10.5281/zenodo.17290667","title":"ps-pat/Moonshine.jl: v0.3.1","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Radiative Heat Transfer Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Stack (abstract data type); Identification (biology); Work (physics); Yield (engineering)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002363217,0.002752454,0.001456248,0.001654382,0.001252725,0.00441751,0.005799562,0.003036771,0.4944566],"category_scores_gemma":[0.008365464,0.002877972,0.001649962,0.00143335,0.001004204,0.005559438,0.004728203,0.003806417,0.6005504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001836724,"about_ca_system_score_gemma":0.001456797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007227432,"about_ca_topic_score_gemma":0.005537217,"domain_scores_codex":[0.9981035,0.0001959736,0.00009283989,0.0003062307,0.0009468007,0.0003546888],"domain_scores_gemma":[0.9968978,0.0004500195,0.0001212118,0.001119858,0.001048856,0.0003622266],"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":[0.0002146531,0.00003020483,0.0003228878,0.0002399342,0.00002002779,0.0000516152,0.00006658769,0.0004788702,0.00164695,0.002897395,0.973649,0.02038191],"study_design_scores_gemma":[0.0001571028,0.00004958914,0.0005435172,0.00008697805,0.00001579478,0.0001295327,0.00003239932,0.002277654,0.009528223,0.004575231,0.98252,0.00008398601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0008708235,0.0001829201,0.02998822,0.0005443234,0.000588848,0.000120733,0.03307821,0.8425314,0.09209459],"genre_scores_gemma":[0.01461714,0.0002064499,0.0146572,0.0008090466,0.0002055691,0.0002386941,0.07774213,0.7973035,0.09422035],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5055434,"threshold_uncertainty_score":0.7210963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0225643603320364,"score_gpt":0.225644597243786,"score_spread":0.2030802369117496,"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."}}