{"id":"W1763236706","doi":"10.1111/j.1467-9310.2009.00582.x","title":"Modeling the mashup ecosystem: structure and growth","year":2009,"lang":"en","type":"article","venue":"R and D Management","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Scuola Superiore Sant'Anna","keywords":"Mashup; Computer science; World Wide Web; Ecosystem; Web service; Ecology; Biology; Web 2.0","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001697017,0.00009772075,0.00007612294,0.00009278282,0.0001915224,0.0002577969,0.00008878607,0.00002269377,0.00002082305],"category_scores_gemma":[0.000004145254,0.00006608272,0.0000114866,0.0002202591,0.000006267914,0.0003922511,0.00007878977,0.00004936672,0.00001089051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000474353,"about_ca_system_score_gemma":9.778905e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000604035,"about_ca_topic_score_gemma":0.00003111336,"domain_scores_codex":[0.9994569,0.000003460719,0.0001209763,0.0001836181,0.0001089231,0.0001261027],"domain_scores_gemma":[0.9997678,0.000003492636,0.00003859466,0.0001389458,0.00004656522,0.000004640871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002329835,0.00001794998,0.001394185,0.0006019485,0.00003654421,0.000005372208,0.0001013522,0.0003960395,0.0000909685,0.9563771,0.00261803,0.03833715],"study_design_scores_gemma":[0.001691478,0.00004191808,0.07880783,0.0002089388,0.0003861493,0.00001345028,0.001651038,0.2330926,0.00008610355,0.5790766,0.1040989,0.0008448731],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9422717,0.0005327333,0.001499922,0.02996567,0.0002843717,0.0005236063,0.00000145246,0.0001109077,0.02480961],"genre_scores_gemma":[0.9849666,0.0001097296,0.0001275914,0.01417941,0.0005076029,0.000004035356,0.0000115085,0.00000606334,0.0000874534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3773005,"threshold_uncertainty_score":0.2694775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170106324120844,"score_gpt":0.1998903215346541,"score_spread":0.1881892582934456,"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."}}