{"id":"W4386906551","doi":"10.1017/9781139794985.001","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Philosophy and Theoretical Science","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Reading (process); Subject (documents); Subject matter; White (mutation); Visual arts; Aesthetics; History; Art; Psychology; Computer science; Linguistics; Philosophy; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004663494,0.0008385741,0.0005036478,0.0007589477,0.00182824,0.004877658,0.001523852,0.0026344,0.4699087],"category_scores_gemma":[0.001602536,0.0002697151,0.0004582039,0.0008267376,0.0009700943,0.004518782,0.002365821,0.002925609,0.3591313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002061344,"about_ca_system_score_gemma":0.001701201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003836798,"about_ca_topic_score_gemma":0.005220923,"domain_scores_codex":[0.999531,0.0000633047,0.00001877705,0.0001225331,0.0001939647,0.00007029708],"domain_scores_gemma":[0.9994155,0.00007276652,0.00002474179,0.00007381028,0.0002680695,0.000145075],"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":[0.00002684008,0.00004084248,0.0001560901,0.0001548317,0.000001874416,0.00007501186,0.000433773,0.00004794957,0.0002341575,0.04785132,0.8464367,0.1045407],"study_design_scores_gemma":[0.000001004462,0.000003926661,0.00008247371,0.00005923376,4.943736e-7,0.00004140834,0.0000947221,0.00001073631,0.00002956077,0.002551171,0.9971235,0.000001721838],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004944718,0.004813936,0.00178035,0.008428203,0.005081936,0.00007423912,0.0009715565,0.0005346094,0.9778208],"genre_scores_gemma":[0.003045211,0.002171712,0.000835571,0.002953822,0.0006912227,0.00004790551,0.0005824018,0.0002118916,0.9894602],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4699087,"threshold_uncertainty_score":0.756111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03302925738231861,"score_gpt":0.2329984570323237,"score_spread":0.1999691996500051,"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."}}