{"id":"W4409034857","doi":"10.5465/amj.2023.0804","title":"From Confusion to Fusion: A New Organizational Form and the Evaluation of Category Spanning in an Established Form","year":2025,"lang":"en","type":"article","venue":"Academy of Management Journal","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Confusion; Psychology; Organizational behavior; Social psychology; Knowledge management; Computer science","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":[0.01233673,0.00047006,0.0004643013,0.00289823,0.002703164,0.006725687,0.0009455005,0.001471008,0.004148394],"category_scores_gemma":[0.0507645,0.0003269964,0.000629203,0.001318196,0.007993476,0.009249511,0.007296544,0.001908248,0.0002474312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002881546,"about_ca_system_score_gemma":0.00134075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001487118,"about_ca_topic_score_gemma":0.00213357,"domain_scores_codex":[0.9826242,0.0100424,0.0006623705,0.001160556,0.004589678,0.000920677],"domain_scores_gemma":[0.9618704,0.01947136,0.006704448,0.003827953,0.005674639,0.002451306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001542604,0.000622122,0.1794828,0.0005366586,0.0001289434,0.001093475,0.3984478,0.002218493,0.03315254,0.1950639,0.001429172,0.1862815],"study_design_scores_gemma":[0.0001316681,0.002561135,0.3545275,0.0005295976,0.0002207248,0.00147242,0.4198161,0.01972907,0.01271403,0.1601043,0.02773397,0.0004594837],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532995,0.0001282159,0.01313249,0.0007421248,0.00003573414,0.00008118456,0.00002128328,0.00003164685,0.03252796],"genre_scores_gemma":[0.9967957,0.00002483654,0.002515653,0.00005189953,0.00001136536,0.00002637286,0.00001271326,0.000009235319,0.0005522332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01233673,"threshold_uncertainty_score":0.06524366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02696734353505873,"score_gpt":0.28123916673883,"score_spread":0.2542718232037712,"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."}}