{"id":"W3159053590","doi":"10.15173/sciential.v1i4.2451","title":"Sciential Issue 4","year":2020,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[],"category_scores_codex":[0.005887448,0.001208783,0.001297013,0.003543618,0.00329578,0.0143652,0.003340826,0.008623865,0.5889874],"category_scores_gemma":[0.02986609,0.0006730003,0.001825234,0.003121952,0.003152226,0.006366928,0.005335057,0.007007939,0.4878238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002610053,"about_ca_system_score_gemma":0.007438392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002121629,"about_ca_topic_score_gemma":0.00234341,"domain_scores_codex":[0.9932574,0.0008850956,0.0003531145,0.0008804111,0.004046667,0.0005773638],"domain_scores_gemma":[0.9854237,0.002130031,0.000850201,0.002878827,0.006437663,0.002279564],"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":[0.00002842682,0.00003158013,0.0001858519,0.0003980495,0.00001425769,0.00007985824,0.00005436482,0.00004332887,0.0002459174,0.01803933,0.9180144,0.06286471],"study_design_scores_gemma":[0.000004545415,0.000004006612,0.00009659518,0.0001526149,0.000002208182,0.00003857944,0.00001704291,0.00001291382,0.00004625993,0.001354811,0.9982679,0.000002579551],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004738547,0.01824912,0.00185311,0.08424213,0.1288134,0.000299002,0.004349677,0.001326766,0.7603929],"genre_scores_gemma":[0.009227731,0.02719622,0.003067782,0.0518709,0.07177192,0.0002488664,0.00689871,0.001546083,0.8281718],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5889874,"threshold_uncertainty_score":0.5862596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0172726316624071,"score_gpt":0.2659142360166324,"score_spread":0.2486416043542253,"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."}}