{"id":"W4385219575","doi":"10.5465/amproc.2023.14743symposium","title":"Addressing Grand Challenges Through Unconventional Leadership Styles and Novel Organizing Mechanisms","year":2023,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Grand Challenges; Data science; Political science; Computer science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007779075,0.0005731087,0.0002859563,0.001280114,0.006129119,0.01183292,0.001761232,0.001585367,0.003125181],"category_scores_gemma":[0.005479581,0.0002502841,0.0005264357,0.0007838174,0.02092654,0.007113503,0.007279396,0.002902895,0.0006891543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003308175,"about_ca_system_score_gemma":0.003900945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001085451,"about_ca_topic_score_gemma":0.003094328,"domain_scores_codex":[0.9935259,0.004234727,0.0001599694,0.0004558917,0.0009216831,0.000701878],"domain_scores_gemma":[0.9962566,0.001062597,0.000555814,0.0005628057,0.0004865554,0.001075627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003991951,0.000120195,0.005087872,0.0002593806,0.00003290655,0.0005664994,0.1120669,0.001319804,0.001903459,0.7991983,0.01015822,0.0692465],"study_design_scores_gemma":[0.00006799361,0.0002390875,0.007111942,0.0004737897,0.00003901492,0.0007831911,0.1766694,0.005598675,0.00141464,0.5529677,0.2545458,0.00008882792],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2764319,0.003545504,0.09738924,0.06338237,0.001777368,0.000251114,0.00003463316,0.0002548061,0.556933],"genre_scores_gemma":[0.9640612,0.001180289,0.01520032,0.00136369,0.0001606622,0.00009870831,0.00001602254,0.00006104129,0.01785807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01183292,"threshold_uncertainty_score":0.0411402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.362510985655139,"score_gpt":0.3872244197504081,"score_spread":0.02471343409526916,"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."}}