{"id":"W2086708923","doi":"10.1177/1080569912442981","title":"The Case for “Living” Models","year":2012,"lang":"en","type":"article","venue":"Business Communication Quarterly","topic":"Communication in Education and Healthcare","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"SPARK (programming language); Business communication; Public relations; Context (archaeology); Sociology; Political science; Computer science; History","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001125471,0.000131147,0.000127237,0.00007119414,0.001456335,0.0001047247,0.0008225542,0.00009961619,0.0002476465],"category_scores_gemma":[0.00008904734,0.0001085448,0.00006403817,0.0003248132,0.0001432376,0.0003496734,0.0000547962,0.0001889313,0.0001806485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006436281,"about_ca_system_score_gemma":0.00006296956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006934952,"about_ca_topic_score_gemma":0.000539298,"domain_scores_codex":[0.9984697,0.0004959191,0.0004346409,0.0001362592,0.00008680853,0.000376703],"domain_scores_gemma":[0.9942768,0.002014988,0.0002436505,0.002742606,0.0006036865,0.0001182439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002912431,0.0003757513,0.001052802,0.00002339427,0.00003550973,3.999799e-7,0.03656658,0.000005590436,0.000005222384,0.7608352,0.02756056,0.1735099],"study_design_scores_gemma":[0.0007593053,0.00008949771,0.1001075,0.00007339352,0.00006003349,0.000710514,0.08840911,0.001622753,0.00000164281,0.0214118,0.786247,0.0005073739],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.2719225,0.09912887,0.1554954,0.2405575,0.0122803,0.007653865,0.0001651235,0.001655367,0.211141],"genre_scores_gemma":[0.9919937,0.000174658,0.003131572,0.0005498341,0.0001794491,0.00108967,0.00004726088,0.00003198078,0.002801859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7586865,"threshold_uncertainty_score":0.9998437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1074823665572252,"score_gpt":0.4081607672676937,"score_spread":0.3006784007104685,"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."}}