{"id":"W4413413581","doi":"10.35609/gcbssproceeding.2025.1(68)","title":"Towards A Better Understanding of the Glass Cliff Phenomenon","year":2025,"lang":"en","type":"article","venue":"Global Conference on Business and Social Sciences Proceeding","topic":"Cold Atom Physics and Bose-Einstein Condensates","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Phenomenon; Cliff; Geology; Epistemology; History; Archaeology; Philosophy","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":[0.004172086,0.0005095461,0.0005627571,0.004469051,0.002881558,0.006280926,0.001015224,0.002074619,0.0100751],"category_scores_gemma":[0.005200946,0.0002796887,0.0005605032,0.005060104,0.01574035,0.01475394,0.005905156,0.003122511,0.0005707254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003629323,"about_ca_system_score_gemma":0.004458923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006455992,"about_ca_topic_score_gemma":0.007695323,"domain_scores_codex":[0.9983912,0.0006934478,0.00006789282,0.0002791956,0.0003114709,0.0002567816],"domain_scores_gemma":[0.9941998,0.003884281,0.001072447,0.0002491352,0.0003580982,0.0002363419],"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":[0.00002500834,0.0000438284,0.009725239,0.001173461,0.0000260567,0.0004106805,0.0500903,0.0002814241,0.000582077,0.8868276,0.003762837,0.04705144],"study_design_scores_gemma":[0.00001247807,0.000071574,0.02571884,0.003932599,0.0000422573,0.0004330254,0.2029383,0.0007009421,0.0007210932,0.5617244,0.203651,0.00005335225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3376431,0.1329694,0.05349618,0.1394321,0.001632921,0.0003339575,0.0006268697,0.0001674965,0.333698],"genre_scores_gemma":[0.9553492,0.02903708,0.004961471,0.00492049,0.0003952741,0.0001024119,0.000122929,0.00004943007,0.00506168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0100751,"threshold_uncertainty_score":0.03370452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06194380186593698,"score_gpt":0.3039090193479967,"score_spread":0.2419652174820598,"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."}}