{"id":"W2088572477","doi":"10.1126/science.1195153","title":"Complex Systems View of Educational Policy Research","year":2010,"lang":"en","type":"article","venue":"Science","topic":"Mental Health Research Topics","field":"Psychology","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"Howard Hughes Medical Institute","keywords":"Macro; Computer science; Data science; Macro level; Knowledge management; Management science; Engineering; Economics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00262637,0.000688081,0.0008855652,0.002408404,0.0009875105,0.005368689,0.001432106,0.001843465,0.009300983],"category_scores_gemma":[0.005708267,0.0004137789,0.0008387539,0.002097017,0.003270967,0.005020264,0.001313041,0.002909698,0.000488786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004137059,"about_ca_system_score_gemma":0.002591491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007697986,"about_ca_topic_score_gemma":0.005054866,"domain_scores_codex":[0.9986948,0.0007113792,0.00004927103,0.0002383251,0.000240092,0.00006606423],"domain_scores_gemma":[0.9939852,0.004429638,0.0004602138,0.000268293,0.0004897365,0.0003668767],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005642162,0.00001898241,0.0003343779,0.00004796711,0.0000401365,0.00003629674,0.00008612114,0.02179612,0.00007604457,0.9736719,0.0009164594,0.002969878],"study_design_scores_gemma":[0.000009207595,0.000009926186,0.000300003,0.00002266353,0.00001749776,0.0000160152,0.00006685722,0.04109382,0.00003368326,0.9530627,0.005360041,0.000007696749],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02226241,0.008193151,0.7775221,0.05640574,0.0006987955,0.0001371559,0.0007910692,0.0001777225,0.1338118],"genre_scores_gemma":[0.8784301,0.009789735,0.09199428,0.001935879,0.001471816,0.0004603425,0.0002735689,0.00006051241,0.01558373],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9973736,"threshold_uncertainty_score":0.03111488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4462322577648437,"score_gpt":0.6606571809324558,"score_spread":0.2144249231676121,"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."}}