{"id":"W4242775094","doi":"10.21810/sfuer.v2i.334","title":"Editorial","year":2008,"lang":"es","type":"editorial","venue":"SFU Educational Review","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001305829,0.0008549829,0.001263272,0.0002687896,0.0007186934,0.0004314121,0.00292437,0.000703142,0.00158218],"category_scores_gemma":[0.005449176,0.0008665413,0.0006733233,0.001179545,0.0002822058,0.0007358161,0.0004533463,0.001365378,0.006121199],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008862587,"about_ca_system_score_gemma":0.01602595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003495311,"about_ca_topic_score_gemma":0.0000145232,"domain_scores_codex":[0.9926351,0.0004579981,0.001447808,0.001583753,0.003062743,0.0008125665],"domain_scores_gemma":[0.9918302,0.002060966,0.001065977,0.001946888,0.002552192,0.0005437266],"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":[0.000005669456,0.000449731,0.00002113221,0.004403979,0.00006002582,8.598283e-7,0.0003798328,9.651588e-7,7.518444e-7,0.006447033,0.9798062,0.008423855],"study_design_scores_gemma":[0.0002134813,0.00007991494,0.0002522515,0.008639779,0.000144141,0.00003068921,0.00001011065,0.00002022059,0.000001004792,0.005117771,0.984663,0.0008276564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000003508172,0.1607168,0.0003299648,0.01590942,0.8186325,0.0008279636,0.00009914202,0.00007609513,0.003404615],"genre_scores_gemma":[0.000004481637,0.3403664,0.001879268,0.0007439221,0.6510196,0.0002516194,0.001223819,0.00004447444,0.004466441],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1796496,"threshold_uncertainty_score":0.9993785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03684312591505237,"score_gpt":0.3486550967261211,"score_spread":0.3118119708110687,"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."}}