{"id":"W4391312371","doi":"10.33137/rr.v42i1.32847","title":"Introduction","year":2019,"lang":"en","type":"article","venue":"Renaissance and Reformation","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.001557597,0.000500619,0.0002960711,0.001275627,0.002411436,0.005343669,0.001125683,0.001978082,0.3416411],"category_scores_gemma":[0.00488692,0.0001577169,0.0003795001,0.001321547,0.00161713,0.002571927,0.002336849,0.002079647,0.1358127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002415491,"about_ca_system_score_gemma":0.003185579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006107207,"about_ca_topic_score_gemma":0.007842079,"domain_scores_codex":[0.9985879,0.0003202833,0.00003747755,0.00029143,0.0005342932,0.0002286366],"domain_scores_gemma":[0.9984401,0.0003223372,0.00007971113,0.0002332701,0.0006573785,0.000267254],"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":[0.00003754179,0.00003217631,0.0006732029,0.0001530806,0.000003722767,0.00007784577,0.001018862,0.00007003009,0.0001745131,0.3547958,0.5507326,0.09223062],"study_design_scores_gemma":[0.000001732604,0.000004080823,0.0002767157,0.00005239693,7.593464e-7,0.00002536187,0.0001975291,0.00001234082,0.00004559623,0.006162226,0.9932188,0.000002557757],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001566255,0.001917893,0.001869549,0.01322387,0.004284103,0.00006841414,0.001321078,0.0002817591,0.9754671],"genre_scores_gemma":[0.02389626,0.001792219,0.001610566,0.007692696,0.001967026,0.0001068539,0.001383183,0.0002207431,0.9613305],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3416411,"threshold_uncertainty_score":0.9390691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00743334797955481,"score_gpt":0.2243161967527882,"score_spread":0.2168828487732334,"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."}}