{"id":"W7135872344","doi":"","title":"Preface","year":2011,"lang":"en","type":"article","venue":"Research at the University of Copenhagen (University of Copenhagen)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001933485,0.0008676226,0.0005616273,0.003056271,0.003185103,0.003868177,0.001252892,0.001046539,0.5075552],"category_scores_gemma":[0.01553994,0.0002524111,0.0005177601,0.001944278,0.0006299486,0.002108311,0.00200955,0.00268859,0.3336381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00247178,"about_ca_system_score_gemma":0.003263509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009892798,"about_ca_topic_score_gemma":0.0106338,"domain_scores_codex":[0.998955,0.0001723244,0.00006009294,0.0001649126,0.0005515934,0.00009604858],"domain_scores_gemma":[0.9924994,0.001033746,0.000207382,0.0005958216,0.004787867,0.0008757226],"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":[0.00002867099,0.00001499546,0.00007419156,0.00006611149,0.000001253641,0.00002464077,0.00005999758,0.00002745185,0.00006269621,0.00375657,0.9735377,0.0223458],"study_design_scores_gemma":[0.000004726455,0.00000887738,0.0002701815,0.00008997228,0.00000143322,0.00002206412,0.00009378014,0.00001263509,0.00006037481,0.001758576,0.9976736,0.000003817844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001366108,0.007067581,0.004621963,0.03467073,0.2344967,0.0007887129,0.01664393,0.001383508,0.6989607],"genre_scores_gemma":[0.004805841,0.002874658,0.001665252,0.006185374,0.01812507,0.0003213336,0.007824442,0.0006253772,0.9575726],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4924448,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1489349545082969,"score_gpt":0.2810934386587053,"score_spread":0.1321584841504084,"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."}}