{"id":"W2772200591","doi":"10.36510/learnland.v4i2.382","title":"Commentary: Call and Response: The Importance of \"Telling Truth Slant\"","year":2011,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publics; Accountability; Public relations; Restructuring; Meaning (existential); Point (geometry); Political science; The arts; Consumption (sociology); Sociology; Psychology; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003459819,0.00008448155,0.0001633753,0.00006638635,0.0007041758,0.000005272538,0.0001731946,0.00005406437,0.0004808962],"category_scores_gemma":[0.001273974,0.00005560596,0.0000195672,0.0001820342,0.0000780337,0.00008084159,0.00008547316,0.000441893,0.00003460366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002677478,"about_ca_system_score_gemma":0.0001172079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003675307,"about_ca_topic_score_gemma":0.0002689032,"domain_scores_codex":[0.9973773,0.001414819,0.0004725491,0.0001681275,0.0001931818,0.0003739632],"domain_scores_gemma":[0.9954104,0.003901905,0.0003410528,0.000185391,0.00006194763,0.00009923623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001788513,0.000006104388,0.9307528,0.00006019947,0.000007681806,0.000001723665,0.06256512,0.000004451479,0.0001984822,0.0004894859,0.005160496,0.0005746508],"study_design_scores_gemma":[0.001035291,0.0002520918,0.7742594,0.0001360598,0.00001891935,0.000005027508,0.01941618,0.0006406486,0.0002710284,0.0003589978,0.2034452,0.0001611411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865558,0.00007147931,0.0001725769,0.010412,0.0001338259,0.000257722,0.00001020675,0.00004409246,0.002342293],"genre_scores_gemma":[0.9887294,0.00005419486,0.0006719538,0.01004451,0.0000766919,0.00003113216,0.000002969699,0.00001145462,0.0003777558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1982847,"threshold_uncertainty_score":0.5416022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2958816183811697,"score_gpt":0.5299718955639842,"score_spread":0.2340902771828144,"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."}}