{"id":"W6931134619","doi":"10.5281/zenodo.4322286","title":"anandj91/LifeStream: v1.3","year":2020,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Powder Metallurgy Techniques and Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001444735,0.0002308272,0.0002602771,0.0002233644,0.000265369,0.0003781661,0.0007570487,0.00017181,0.07419144],"category_scores_gemma":[0.00007791581,0.000247908,0.00005965956,0.000240051,0.00006036738,0.00005917385,0.0004921308,0.0002268488,0.01628708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006379074,"about_ca_system_score_gemma":0.000001537235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001630518,"about_ca_topic_score_gemma":3.490734e-7,"domain_scores_codex":[0.9988921,0.00009091409,0.0001990758,0.0003046016,0.0002124224,0.000300947],"domain_scores_gemma":[0.9993051,0.000004356357,0.00006313857,0.000405234,0.00004766262,0.000174516],"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":[0.000005237704,0.00001402632,3.091276e-8,0.0001789435,0.00006275772,0.00002097217,0.00006491722,0.00000858756,0.00226183,0.0007546244,0.9778965,0.01873154],"study_design_scores_gemma":[0.0001517596,0.00007155921,0.000003783508,0.000076187,0.0000202693,0.00003393393,0.00001277103,0.0001273942,0.0006687886,0.00005129075,0.9985306,0.0002517248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002529591,0.0002460113,0.003656654,0.0001068033,0.0002455392,0.0003397344,0.0005469625,0.008184671,0.9866483],"genre_scores_gemma":[0.03704041,0.01111837,0.01015336,0.001010404,0.005294417,7.133831e-7,0.02775113,0.1576147,0.7500165],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2366318,"threshold_uncertainty_score":0.9999973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02387751804087042,"score_gpt":0.2197183678763069,"score_spread":0.1958408498354365,"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."}}