{"id":"W4391269493","doi":"10.4000/books.emsha.204","title":"Preface","year":2018,"lang":"en","type":"book-chapter","venue":"Éditions des maisons des sciences de l’homme associées eBooks","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Society of Canada","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.001232741,0.0006767074,0.0005515629,0.0006394924,0.004466491,0.001428122,0.003307696,0.0004628744,0.00101693],"category_scores_gemma":[0.0001687673,0.0006891697,0.0004334758,0.0002562237,0.008020667,0.0008288446,0.0008788782,0.0005984557,0.0009921608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00123545,"about_ca_system_score_gemma":0.001092419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001041826,"about_ca_topic_score_gemma":0.0003761311,"domain_scores_codex":[0.9957286,0.0001383613,0.0006420211,0.001327827,0.0009220992,0.00124112],"domain_scores_gemma":[0.9966834,0.000465081,0.0005461642,0.001356777,0.0005004879,0.0004481466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003823849,0.00008541103,0.00009165824,0.00007340336,0.00009176976,0.00001666201,0.00674499,0.0000211247,0.00005204642,0.9197853,0.06355823,0.009475585],"study_design_scores_gemma":[0.0001777372,0.0003803131,0.0003579084,0.0003484265,0.00007009277,0.0002059209,0.000296876,0.002107006,0.0001295802,0.8782885,0.1168136,0.0008240581],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002079767,0.00053695,0.0792799,0.0006682115,0.001382186,0.0004499099,0.0001454362,0.0006896657,0.914768],"genre_scores_gemma":[0.06579972,0.0002361313,0.2030874,0.001439009,0.001638542,0.0001566376,0.00008073277,0.0001243561,0.7274374],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1873305,"threshold_uncertainty_score":0.9998963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.154032583527371,"score_gpt":0.3405473626258955,"score_spread":0.1865147790985245,"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."}}