{"id":"W4234672107","doi":"10.29173/cmplct8784","title":"Introduction","year":2008,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00114424,0.0005883564,0.0002972826,0.001214662,0.001850134,0.004681243,0.001405464,0.001635819,0.4065875],"category_scores_gemma":[0.005226816,0.0001985558,0.0004330705,0.001113759,0.0009702977,0.002113775,0.002988619,0.001561084,0.1828122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001777398,"about_ca_system_score_gemma":0.003117187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004097957,"about_ca_topic_score_gemma":0.005385472,"domain_scores_codex":[0.9987916,0.0001673215,0.00003980647,0.0002758167,0.000551153,0.0001743747],"domain_scores_gemma":[0.9979558,0.000375056,0.00008896238,0.000304658,0.0008710464,0.00040443],"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":[0.00007194307,0.00008162168,0.001041016,0.0002425757,0.000004529932,0.0001618267,0.001005624,0.000151536,0.0005330006,0.1581561,0.5729762,0.265574],"study_design_scores_gemma":[0.00000378432,0.00001182929,0.0003471996,0.00009139359,0.00000163509,0.00007081888,0.0002249566,0.00003486274,0.0001511829,0.006982288,0.9920758,0.000004321409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00258359,0.001308211,0.007209143,0.009254502,0.004254129,0.0002189587,0.001963616,0.0007201667,0.9724876],"genre_scores_gemma":[0.02313687,0.00153177,0.004819468,0.006165901,0.001322352,0.0002883019,0.002475953,0.0003999901,0.9598593],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4065875,"threshold_uncertainty_score":0.8464309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09198084540084898,"score_gpt":0.3441958094456532,"score_spread":0.2522149640448042,"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."}}