{"id":"W4392108117","doi":"10.15173/m.v1i27.1156","title":"Introduction","year":2016,"lang":"en","type":"article","venue":"The Meducator","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peer review; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002310475,0.0005723079,0.0005573154,0.0008240819,0.004357164,0.006832333,0.001841212,0.01387384,0.2093577],"category_scores_gemma":[0.01480621,0.0003286187,0.001081467,0.0004947324,0.001712029,0.002586897,0.003392365,0.01194772,0.1227148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003259906,"about_ca_system_score_gemma":0.004466508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00578683,"about_ca_topic_score_gemma":0.01074343,"domain_scores_codex":[0.9973378,0.0004847699,0.0001156019,0.0003839954,0.001034732,0.0006432295],"domain_scores_gemma":[0.9939076,0.001543991,0.0002329437,0.0005628952,0.002540692,0.001211855],"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":[0.00001284366,0.000008950467,0.00007132046,0.00002535957,0.000001095513,0.0001117636,0.0000578722,0.000009444952,0.00004940163,0.004242952,0.9878289,0.007580116],"study_design_scores_gemma":[0.000004610602,0.000006553825,0.0001664938,0.00007520417,0.000001511295,0.0001007384,0.0001086343,0.00001459603,0.00004478811,0.001475722,0.9979967,0.00000447521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0007211694,0.003235311,0.0007772146,0.5658951,0.1717232,0.00008869558,0.0006015637,0.0003682658,0.2565895],"genre_scores_gemma":[0.005707316,0.001063927,0.0003969027,0.4394585,0.03434945,0.00009685448,0.0002652534,0.0001583316,0.5185034],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7906423,"threshold_uncertainty_score":0.7003714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03636627947274713,"score_gpt":0.2211578493837973,"score_spread":0.1847915699110502,"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."}}