{"id":"W4388338878","doi":"10.1007/978-981-19-4804-6_7","title":"Learning Curve","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Earthquake and Disaster Impact Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Presentation (obstetrics); Track (disk drive); Computer science; Learning curve; Bit (key); Operations research; Artificial intelligence; Engineering; Computer security; Operating system; Medicine","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":[0.001487759,0.0007915326,0.0005957144,0.001146193,0.001011381,0.004126157,0.001853672,0.001429365,0.3199995],"category_scores_gemma":[0.01636898,0.0002715507,0.0005833165,0.001232055,0.001101275,0.005113137,0.003085654,0.002594516,0.1895565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001714775,"about_ca_system_score_gemma":0.002762897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00120508,"about_ca_topic_score_gemma":0.001281548,"domain_scores_codex":[0.9983897,0.0002781672,0.00004765092,0.0003003769,0.0007948079,0.0001894021],"domain_scores_gemma":[0.9942213,0.001941558,0.0002158186,0.001127779,0.001685383,0.00080818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006801861,0.0001019571,0.0003716444,0.0001121035,0.000007003971,0.00007920182,0.0001238417,0.00197033,0.0002766256,0.1838865,0.3296323,0.4833705],"study_design_scores_gemma":[0.00002229945,0.00006739896,0.0005369349,0.0001387336,0.000006474507,0.0003119756,0.0001620392,0.004948925,0.0005748263,0.2211624,0.7720539,0.00001410737],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001579037,0.0008474739,0.03180779,0.005322082,0.0006175663,0.00008415851,0.00042098,0.001018338,0.9583026],"genre_scores_gemma":[0.03738737,0.001771245,0.01084093,0.001870459,0.0008042813,0.0002056916,0.0008331646,0.0008058805,0.945481],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3199995,"threshold_uncertainty_score":0.9699381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0718233049468416,"score_gpt":0.3251954942924028,"score_spread":0.2533721893455612,"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."}}