{"id":"W4248817198","doi":"10.36510/learnland.v1i2.266","title":"The Arts &amp; Leadership: Now That We Can Do Anything, What Will We Do?","year":2008,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"The arts; Public relations; Management; Political science; Business; Sociology; Economics; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003760328,0.0001856196,0.0001686466,0.00009674706,0.001026326,0.0003649757,0.0003559397,0.0001025782,0.001035085],"category_scores_gemma":[0.0002044977,0.0001331821,0.00008324283,0.0002680116,0.0002332467,0.0003119665,0.00004665438,0.0005801148,0.0006298891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000242071,"about_ca_system_score_gemma":0.00004834075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002613606,"about_ca_topic_score_gemma":0.0002600612,"domain_scores_codex":[0.9982876,0.0003055092,0.0001654493,0.0004298367,0.0003127074,0.0004989336],"domain_scores_gemma":[0.9985011,0.0007508183,0.0001464482,0.0004383527,0.00003762416,0.0001257084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001607307,0.0004499086,0.3678007,0.00004499629,0.00008250095,0.00009092398,0.3179602,0.0005041932,0.001337319,0.003366252,0.2286697,0.07953259],"study_design_scores_gemma":[0.0002645349,0.00006243456,0.01927631,0.00007426392,0.000009319114,0.0001968819,0.02701416,0.00002633263,0.0001170469,0.00009135245,0.9526653,0.0002020862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.890526,0.01079116,0.0001215072,0.07849199,0.004130013,0.0002459341,0.000002876741,0.0003255536,0.01536498],"genre_scores_gemma":[0.9231226,0.004825722,0.00004013879,0.0007677409,0.0002612929,0.00002682566,0.000005471771,0.00002533643,0.07092484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7239956,"threshold_uncertainty_score":0.9998781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0875708095164763,"score_gpt":0.3273274571077882,"score_spread":0.2397566475913118,"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."}}