{"id":"W4414203406","doi":"10.51644/bcs015","title":"When Goodwill Turns Bad: The Case of Lightspeed Commerce Inc.","year":2025,"lang":"en","type":"report","venue":"","topic":"Technology Assessment and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Goodwill; Amortization; Profitability index; Earnings; Depreciation (economics); Earnings before interest, taxes, depreciation, and amortization; Book value; Stock exchange","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005264163,0.0004565594,0.0002304632,0.0007125105,0.02137743,0.01311317,0.001428947,0.01236303,0.01000224],"category_scores_gemma":[0.008251888,0.0004535386,0.0004292017,0.0008019055,0.007552078,0.008744793,0.006033396,0.01352278,0.001661186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008091185,"about_ca_system_score_gemma":0.01489152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1008421,"about_ca_topic_score_gemma":0.2723256,"domain_scores_codex":[0.9929591,0.002102577,0.000110498,0.0004766819,0.001276541,0.003074731],"domain_scores_gemma":[0.9944319,0.001609868,0.000376061,0.0001771705,0.0008094428,0.002595641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009740086,0.0001702787,0.008837486,0.00008373018,0.00002005064,0.02135087,0.05808505,0.0002643575,0.0007923314,0.2311171,0.6466208,0.03256046],"study_design_scores_gemma":[0.00001554148,0.00005647518,0.003910685,0.0002928244,0.00001486101,0.003223759,0.1584272,0.0003440159,0.0005669165,0.01660884,0.8164443,0.00009456099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.08420756,0.003007895,0.0008041568,0.5190827,0.001833209,0.00006666022,0.00009989121,0.00008143373,0.3908165],"genre_scores_gemma":[0.5776969,0.00429009,0.001212544,0.2127238,0.0008101254,0.00008024334,0.0001109909,0.0001288986,0.2029464],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1008421,"threshold_uncertainty_score":0.2005102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01776718506146014,"score_gpt":0.2759935523727146,"score_spread":0.2582263673112545,"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."}}