{"id":"W1884903870","doi":"10.29173/cmplct20396","title":"Method and Complexity in Educational Sciences: Introduction to the Special Issue","year":2013,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Management science; Computer science; Mathematics education; Data science; Sociology; Psychology; Engineering","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003996829,0.0001531678,0.0003308711,0.0008109312,0.0004016927,0.00122454,0.001208231,0.00004759756,0.002051455],"category_scores_gemma":[0.00145722,0.000106648,0.00007102011,0.0006250088,0.0003762842,0.001382318,0.0002563724,0.0002552314,0.00009615853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001207035,"about_ca_system_score_gemma":0.0002798708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008675439,"about_ca_topic_score_gemma":0.0005986941,"domain_scores_codex":[0.9963916,0.0005373526,0.001097124,0.0004205724,0.001364944,0.000188398],"domain_scores_gemma":[0.9962095,0.0009798178,0.0005967196,0.0002945216,0.001701328,0.0002180834],"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":[0.0001351608,0.0005807549,0.0263575,0.000007247708,0.00003121953,7.186488e-7,0.004160506,0.0009770747,0.0004581815,0.5370294,0.204294,0.2259682],"study_design_scores_gemma":[0.0001755509,0.0001006735,0.4069343,0.00002682391,0.000003380925,0.000225679,0.00174087,0.003082401,0.00001749905,0.4932373,0.09435306,0.0001025245],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8741416,0.0002059506,0.0336314,0.08347952,0.004564163,0.0004330201,0.00001390762,0.000007565877,0.00352287],"genre_scores_gemma":[0.9268633,0.00001506598,0.0513889,0.002300686,0.01860928,0.0000179775,0.000006196316,0.000008728925,0.0007898667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3805768,"threshold_uncertainty_score":0.9998123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2671770078718096,"score_gpt":0.4736344331642435,"score_spread":0.2064574252924339,"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."}}