{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001092376,0.0002333708,0.000228217,0.0002886869,0.002083995,0.001863179,0.001207369,0.00002789655,0.006507632],"category_scores_gemma":[0.00003094685,0.0001944781,0.0002087227,0.002110178,0.001296833,0.001963047,0.0003292159,0.0004362041,0.0009480336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007071366,"about_ca_system_score_gemma":0.0007634237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002381262,"about_ca_topic_score_gemma":0.000001051843,"domain_scores_codex":[0.9962755,0.00004661092,0.0004690013,0.0006454908,0.001615534,0.0009478834],"domain_scores_gemma":[0.9980406,0.0000114195,0.0002671599,0.0002105617,0.000345257,0.00112507],"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":[0.0002784406,0.0009985294,0.06859041,0.00005702202,0.0002256633,0.00006686319,0.006404625,0.006140734,0.2407191,0.1398086,0.3994969,0.1372131],"study_design_scores_gemma":[0.003730486,0.0005755388,0.003465601,0.00009020864,0.0001075893,0.00009595806,0.002537285,0.03523326,0.02206301,0.02732551,0.903379,0.001396517],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4954002,0.0001197861,0.1780693,0.09416974,0.01908458,0.0006119061,0.0001098268,0.000230288,0.2122043],"genre_scores_gemma":[0.989898,0.000002563472,0.002408554,0.0008299679,0.003684571,0.00000168074,0.000002634091,0.00001568571,0.003156397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5038822,"threshold_uncertainty_score":0.9998298,"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."}}