{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002777428,0.0002557879,0.0003888281,0.0002361729,0.0000404723,0.00001840894,0.0004150214,0.0003702788,0.000346692],"category_scores_gemma":[0.00001983515,0.0001713561,0.0001071603,0.0001470184,0.0000574459,0.00003885251,0.0002940197,0.0005012921,0.00001407335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325028,"about_ca_system_score_gemma":0.00007073312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00119407,"about_ca_topic_score_gemma":0.002374741,"domain_scores_codex":[0.999047,0.00001760574,0.000376854,0.0001805783,0.0001733217,0.000204579],"domain_scores_gemma":[0.9989719,0.00008059172,0.00008530659,0.000750846,0.00008892269,0.00002239651],"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":[0.000001236454,0.00002948012,0.00004994115,0.0007530351,0.0007167318,0.0004323689,0.0001106585,0.00008059017,0.00001545268,0.01493117,0.9638415,0.01903785],"study_design_scores_gemma":[0.0001316304,0.00001664153,0.00009856872,0.00008843233,0.0002432603,0.0001174293,0.0002114128,0.0004804396,0.0001511784,0.0009373244,0.9973249,0.0001987919],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0007871328,0.001834612,0.002112839,0.001304244,0.001596677,0.0005249804,0.00004719062,0.0008767589,0.9909155],"genre_scores_gemma":[0.6931813,0.006503725,0.002363965,0.0002202348,0.0002580562,0.00015049,0.0002517219,0.0001071165,0.2969634],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6939521,"threshold_uncertainty_score":0.6987697,"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."}}