{"id":"W2038398651","doi":"10.1109/mm.2007.25","title":"The High Cost of a Cheap Lesson","year":2007,"lang":"en","type":"article","venue":"IEEE Micro","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Gossip; Product (mathematics); Point (geometry); Computer science; New product development; Marketing; Service (business); Telecommunications; World Wide Web; Business","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":[0.004349903,0.001015918,0.0009149127,0.001255937,0.003514451,0.009245824,0.001692955,0.004306297,0.1596807],"category_scores_gemma":[0.0319442,0.0005282699,0.0008312632,0.0007178402,0.006903185,0.01952094,0.008096606,0.01282671,0.07609093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002292884,"about_ca_system_score_gemma":0.002863476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001820646,"about_ca_topic_score_gemma":0.002858878,"domain_scores_codex":[0.9956631,0.001156521,0.000148531,0.000568559,0.002152392,0.000310949],"domain_scores_gemma":[0.9845402,0.004616775,0.0005326648,0.0040712,0.002765513,0.003473759],"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":[0.00009661157,0.0001096527,0.0002422451,0.0003470806,0.00002588017,0.0002532309,0.001108492,0.0001608107,0.0009734661,0.07591932,0.8223996,0.0983636],"study_design_scores_gemma":[0.00002168864,0.00004611496,0.0003150061,0.0002763043,0.000009065509,0.0002959981,0.001344005,0.00009639013,0.0002168466,0.04456526,0.9527918,0.00002157654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005611928,0.01270814,0.03032002,0.5776826,0.03840549,0.0002804524,0.0008126519,0.003758145,0.3304206],"genre_scores_gemma":[0.07840203,0.01054176,0.04268557,0.281844,0.01706361,0.0005718189,0.0009595891,0.004476216,0.5634554],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1596807,"threshold_uncertainty_score":0.5341851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626571514083649,"score_gpt":0.2725921783291053,"score_spread":0.2563264631882688,"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."}}