{"id":"W4362584618","doi":"10.3389/fspas.2023.1165254","title":"Agile collaboration: Citizen science as a transdisciplinary approach to heliophysics","year":2023,"lang":"en","type":"article","venue":"Frontiers in Astronomy and Space Sciences","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"Laboratory Directed Research and Development; Nuclear Safety and Security Commission; National Aeronautics and Space Administration; U.S. Department of Energy; National Science Foundation","keywords":"Citizen science; Agile software development; Asset (computer security); Work (physics); Engineering ethics; Field (mathematics); Public relations; Knowledge management; Data science; Political science; Engineering; Computer science; Computer security; Physics","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":[0.0006508121,0.0001187617,0.0001348961,0.0001893642,0.0005796374,0.0001874288,0.0003992877,0.00003024942,0.0005295908],"category_scores_gemma":[0.0000242021,0.0001099626,0.00002264996,0.00434247,0.001734705,0.0005329981,0.0002322789,0.00007135753,0.0003460991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002300985,"about_ca_system_score_gemma":0.00007389839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004642735,"about_ca_topic_score_gemma":0.00002989298,"domain_scores_codex":[0.9984226,0.00002465677,0.0001266265,0.0005251524,0.0004333897,0.0004675806],"domain_scores_gemma":[0.9996165,0.00001225745,0.00003468486,0.0001362082,0.00001137509,0.0001889416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002105743,0.0007203699,0.5430546,0.00006499862,0.000024223,0.00002458753,0.06754959,0.01901007,0.01629229,0.02195855,0.2268503,0.1042397],"study_design_scores_gemma":[0.001112483,0.000612523,0.3837293,0.00004253912,0.00001550117,0.00001042922,0.4756833,0.007356289,0.004761752,0.005058183,0.1205816,0.001036053],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9123102,0.0000346211,0.002976369,0.002038897,0.0003258481,0.0002834859,0.00002762428,0.00005203017,0.08195094],"genre_scores_gemma":[0.9771076,0.00003279747,0.02151306,0.0001525903,0.00003331096,0.00008131877,0.00001765686,0.000006060235,0.001055557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4081337,"threshold_uncertainty_score":0.6391591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455344242213123,"score_gpt":0.2549476501540076,"score_spread":0.2403942077318764,"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."}}