{"id":"W4396540374","doi":"10.2139/ssrn.4814065","title":"Director Influence","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Business; Political science; Psychology","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001496826,0.00009556399,0.00008716866,0.0001063849,0.0003373158,0.0009528921,0.0002229288,0.00004198689,0.0003774975],"category_scores_gemma":[0.0001017552,0.00007418037,0.00007962245,0.0000473225,0.00006714428,0.0008118975,0.00002040383,0.002552206,0.0002018287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003207585,"about_ca_system_score_gemma":0.00101627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001516977,"about_ca_topic_score_gemma":0.000542846,"domain_scores_codex":[0.9980094,0.00003698046,0.0001778407,0.000129413,0.0001869736,0.001459325],"domain_scores_gemma":[0.9997042,0.00007706738,0.0000359703,0.00006296964,0.00006047823,0.00005934843],"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":[0.000002882011,0.000004576721,0.00009688806,0.000009604442,0.0000446136,0.000005361209,0.003809342,0.000004598418,0.00004049117,0.9744233,0.004234938,0.01732342],"study_design_scores_gemma":[0.00006124721,0.00004864697,0.00003224476,0.00008303691,0.0000187993,0.0002315826,0.004142806,0.00007800906,0.000008856818,0.2553089,0.7398637,0.000122169],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7713287,0.04806421,0.0004685268,0.006964908,0.002358748,0.00008699983,0.00001134315,0.0005767858,0.1701398],"genre_scores_gemma":[0.9615909,0.001391521,0.000006368845,0.0002216034,0.003702622,0.000002220463,0.000001785024,0.00002034779,0.0330626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7356288,"threshold_uncertainty_score":0.9997489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074134526199691,"score_gpt":0.228581054858235,"score_spread":0.2178397095962381,"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."}}