{"id":"W4411698918","doi":"10.1016/b978-0-443-15754-7.00094-8","title":"Schemas","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0003571921,0.000770019,0.0002961936,0.001046995,0.001287737,0.004986049,0.00101858,0.001117198,0.3660625],"category_scores_gemma":[0.001522403,0.0003105264,0.0003945739,0.001134419,0.001307766,0.004323434,0.001770183,0.00145458,0.1850327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001425189,"about_ca_system_score_gemma":0.0008713952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002920355,"about_ca_topic_score_gemma":0.002864857,"domain_scores_codex":[0.9996357,0.00006597786,0.00001791215,0.0001025502,0.0001420015,0.00003579554],"domain_scores_gemma":[0.9997082,0.00005355539,0.00001356439,0.00008584915,0.0001137041,0.00002504225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000164713,0.00001560542,0.00008127244,0.00005724718,0.000002487812,0.00005785646,0.0005364912,0.0001006537,0.0003343355,0.7226247,0.1910365,0.08513629],"study_design_scores_gemma":[0.00000298854,0.000002981725,0.00004688562,0.0000301596,0.000001112592,0.00005844951,0.000150838,0.00005720917,0.0001084395,0.05015118,0.9493874,0.000002370852],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003729893,0.0002626851,0.003543187,0.0006122413,0.0002442864,0.00003045537,0.0004569254,0.0002092472,0.9942679],"genre_scores_gemma":[0.007196127,0.0006858634,0.002818732,0.0003727399,0.00009243697,0.0000678146,0.001067595,0.0002743274,0.9874244],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3660625,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04222813278252509,"score_gpt":0.2959752575861594,"score_spread":0.2537471248036344,"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."}}