{"id":"W2046589596","doi":"10.1002/cjs.10102","title":"Case studies in data analysis","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Statistics","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of Northern British Columbia; University of Toronto","funders":"","keywords":"George (robot); Library science; History; Sociology; Media studies; Geography; Art history; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.133583,0.001264158,0.003578967,0.006693022,0.003432137,0.006288826,0.003788132,0.005700294,0.01131471],"category_scores_gemma":[0.3166865,0.00181689,0.002635074,0.007560403,0.01163745,0.01010068,0.005703135,0.01024809,0.001102885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003203773,"about_ca_system_score_gemma":0.004705544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002065739,"about_ca_topic_score_gemma":0.002125236,"domain_scores_codex":[0.7378275,0.2355942,0.007302776,0.006108258,0.01174292,0.001424198],"domain_scores_gemma":[0.2985547,0.6702642,0.007924946,0.0159525,0.005805227,0.001498433],"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":[0.0001295579,0.0001167324,0.004536686,0.00136461,0.000243527,0.001983448,0.002507415,0.001946148,0.0000938397,0.9169967,0.01290945,0.05717183],"study_design_scores_gemma":[0.00005589418,0.00008141566,0.0006189315,0.0007067321,0.00009639568,0.001845624,0.001466653,0.008867574,0.0001768953,0.9611453,0.02490958,0.00002902746],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01140846,0.03438763,0.896787,0.02907197,0.002057086,0.0008514869,0.0004942032,0.0001924603,0.02474972],"genre_scores_gemma":[0.3630393,0.01738539,0.5953754,0.005886337,0.002311448,0.005446919,0.0005827021,0.0001970254,0.009775538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.133583,"threshold_uncertainty_score":0.7064627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6241920659859912,"score_gpt":0.4508604250618717,"score_spread":0.1733316409241195,"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."}}