{"id":"W6999024381","doi":"","title":"Canadian Journal of Higher Education","year":2010,"lang":"en","type":"article","venue":"GSI Repository (German Federal Government)","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002142572,0.00009594963,0.0001080936,0.00004652488,0.0007689672,0.001798504,0.0004021003,0.00006180639,0.0009590742],"category_scores_gemma":[0.00003153333,0.00008625097,0.00007459373,0.00001945096,0.00008528848,0.001141728,0.00002405667,0.00047405,0.00002448699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002588816,"about_ca_system_score_gemma":0.0005980676,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008286295,"about_ca_topic_score_gemma":0.01906657,"domain_scores_codex":[0.9990523,0.0000601355,0.0002888779,0.00009442841,0.0003434349,0.0001608118],"domain_scores_gemma":[0.9990175,0.00002740335,0.0002612568,0.0003156438,0.0001806421,0.0001975342],"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":[0.00004103608,0.0003444738,0.04575729,0.00003744753,0.0001415697,0.0000336586,0.02260545,0.000001811574,0.02388825,0.368504,0.5284725,0.01017253],"study_design_scores_gemma":[0.0001453739,0.00003904126,0.03402049,0.00002079488,0.00001730218,0.00004133763,0.0004750975,0.00000324538,0.0006653155,0.0007934703,0.9636528,0.0001257132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5884668,0.0001531614,5.649414e-7,0.0007565563,0.004596142,0.00004097736,0.000004728125,0.00001292347,0.4059681],"genre_scores_gemma":[0.8887786,0.0000014133,0.00006115293,0.0003801805,0.001651394,0.000004047545,0.000005253819,0.00001214098,0.1091059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4351803,"threshold_uncertainty_score":0.9999542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084129313163484,"score_gpt":0.2247541162900949,"score_spread":0.2139128231584601,"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."}}