{"id":"W4235871916","doi":"10.3828/qs.50.1.3","title":"Introduction","year":2010,"lang":"en","type":"article","venue":"Quebec Studies","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Business","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001923115,0.00008677674,0.000123065,0.00005620785,0.0001244528,0.00001554845,0.00006479123,0.00002598697,0.0003209843],"category_scores_gemma":[0.0005534705,0.00007106928,0.00002920333,0.0001422243,0.0001840453,0.0001225386,0.00005665835,0.0001547857,0.01024844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004975035,"about_ca_system_score_gemma":0.00001678109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001441314,"about_ca_topic_score_gemma":0.07913032,"domain_scores_codex":[0.9994333,0.00001790521,0.0001001643,0.0001820854,0.0001130363,0.0001535037],"domain_scores_gemma":[0.9995225,0.00003775228,0.00004003451,0.0002354303,0.0001405801,0.0000236729],"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":[0.00001349818,0.00003788021,0.002279874,0.00001399555,0.0001356255,0.000002174764,0.001713754,0.00000250234,0.1057809,0.01736283,0.8660874,0.006569592],"study_design_scores_gemma":[0.0001986028,0.00001975228,0.02868183,0.000003311299,0.00003223698,0.000008741854,0.001675402,0.000006437768,0.01356056,0.001335288,0.9543145,0.0001633059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871675,0.0005591426,0.000004437572,0.005041542,0.002919975,0.00009544899,0.000004455062,0.0003358278,0.003871691],"genre_scores_gemma":[0.9732,0.00002552754,0.000679189,0.00004734717,0.003299885,0.00003425224,0.000003590935,0.00003393846,0.02267632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09222037,"threshold_uncertainty_score":0.9905222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02153857112561597,"score_gpt":0.3069277337893415,"score_spread":0.2853891626637255,"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."}}