{"id":"W3094928326","doi":"10.1109/crowdre51214.2020.00007","title":"Open CrowdRE Challenges in Software Ecosystems","year":2020,"lang":"en","type":"article","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Ministry of Business, Innovation and Employment; Royal Society Te Apārangi","keywords":"Ecosystem; Context (archaeology); Software; Computer science; Product (mathematics); Environmental resource management; Ecology; Environmental science; Geography","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":[0.04667785,0.0007375073,0.001266657,0.001998797,0.006586757,0.01465933,0.005128067,0.009518501,0.004952254],"category_scores_gemma":[0.08527433,0.0009768491,0.001007098,0.00180424,0.01347868,0.03171051,0.02527906,0.005974216,0.001549625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002382646,"about_ca_system_score_gemma":0.004711761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002776116,"about_ca_topic_score_gemma":0.002737094,"domain_scores_codex":[0.961117,0.01988333,0.002161405,0.004102161,0.009691835,0.003044301],"domain_scores_gemma":[0.862937,0.0909526,0.00512817,0.0182507,0.01651446,0.006217078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002176381,0.0003531695,0.013375,0.001101087,0.00008790506,0.003033581,0.04517926,0.01446386,0.005855564,0.6743009,0.03048702,0.211545],"study_design_scores_gemma":[0.00003301536,0.0001066169,0.003196711,0.0007185157,0.00002356122,0.001520673,0.0383104,0.02808491,0.001753483,0.6922269,0.2338604,0.0001647718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2131647,0.006289124,0.5039594,0.1590411,0.001527736,0.0004670465,0.0005223983,0.002921952,0.1121065],"genre_scores_gemma":[0.8280172,0.002721783,0.1412075,0.01048258,0.001422074,0.0006245782,0.000539367,0.0009036144,0.01408126],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04667785,"threshold_uncertainty_score":0.246859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1288541117687109,"score_gpt":0.295772481013422,"score_spread":0.166918369244711,"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."}}