{"id":"W4387304605","doi":"10.1002/cjce.25109","title":"Perspectives on judging posters","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Dozen; Imperfect; Computer science; Psychology; Simple (philosophy); Epistemology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1213724,0.001041075,0.0008729587,0.005542567,0.01527933,0.02086213,0.003800206,0.0100454,0.01541759],"category_scores_gemma":[0.3244484,0.0008000698,0.001242913,0.003542483,0.0168095,0.009407327,0.00534662,0.01076372,0.002839045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0119098,"about_ca_system_score_gemma":0.008514499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.012258,"about_ca_topic_score_gemma":0.01195109,"domain_scores_codex":[0.8410212,0.09074147,0.009145868,0.007636126,0.04481811,0.006637197],"domain_scores_gemma":[0.5782134,0.2424725,0.01623377,0.01455602,0.1310524,0.01747196],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002460318,0.0001616314,0.007293641,0.001301139,0.00004988441,0.001781916,0.07967532,0.0009581476,0.004112806,0.3739764,0.3523815,0.1780615],"study_design_scores_gemma":[0.0000432689,0.0001554995,0.005259478,0.00175003,0.00002607651,0.0008663664,0.04748652,0.001187889,0.001852308,0.05277823,0.8883946,0.0001998207],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0565047,0.007633999,0.03111323,0.4321849,0.02271811,0.000608129,0.0004088138,0.0005505288,0.4482776],"genre_scores_gemma":[0.8594602,0.004508455,0.03075167,0.04203724,0.01381424,0.0003851212,0.0002173688,0.00062867,0.04819709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8786276,"threshold_uncertainty_score":0.6418862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01894171471886612,"score_gpt":0.1923095424947927,"score_spread":0.1733678277759266,"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."}}