{"id":"W4409605508","doi":"10.62477/jkmp.v25i2.513","title":"Strategic Temporal Transitions: Performance Implications of Exploration and Exploitation Transition","year":2025,"lang":"en","type":"article","venue":"Journal of Knowledge Management and Practice","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transition (genetics); Computer science; Process management; Business; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006926287,0.00009728201,0.0001459625,0.0004395405,0.0001402802,0.0001415144,0.00009799689,0.0000376282,0.00001927208],"category_scores_gemma":[0.00005688755,0.00008783818,0.00003167337,0.0005415175,0.00005887319,0.004637222,0.00003220652,0.00009675151,0.000004968976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001207693,"about_ca_system_score_gemma":0.00001915895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006975862,"about_ca_topic_score_gemma":0.00001262358,"domain_scores_codex":[0.9992573,0.00002714898,0.0004069017,0.0001150394,0.0001110075,0.00008255733],"domain_scores_gemma":[0.9989188,0.00009990336,0.0003808144,0.00009476086,0.0004965059,0.000009222142],"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":[0.001319789,0.001103045,0.002836984,0.005226966,0.00041573,0.00001107112,0.001886651,0.0002868023,0.001306888,0.6229695,0.00828289,0.3543537],"study_design_scores_gemma":[0.006725955,0.0005450873,0.0801537,0.00404119,0.005725674,0.0002182317,0.07545562,0.02505002,0.0007783083,0.2037112,0.5962529,0.001342141],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2910149,0.006380692,0.2501384,0.04018456,0.001264798,0.00110743,0.00001070701,0.00007261433,0.4098259],"genre_scores_gemma":[0.9958332,0.002044234,0.001485707,0.0002818257,0.0001475583,0.000009275419,0.00001612726,0.000005613196,0.0001765098],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7048182,"threshold_uncertainty_score":0.3581937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085074224354876,"score_gpt":0.3363914143710038,"score_spread":0.2278839919355162,"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."}}