{"id":"W7047551795","doi":"","title":"Evaluation of a national citizen science programme for public benefit: Engagement in the citizen science of Soilsafe Aotearoa","year":2024,"lang":"en","type":"dissertation","venue":"ResearchSpace (University of Auckland)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizen science; Aotearoa; Public engagement; Demographics; Quarter (Canadian coin); Community engagement; Science education; Democracy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01673071,0.0001360858,0.0002547886,0.001646193,0.0003371722,0.0001042074,0.001405007,0.00005596183,0.004521604],"category_scores_gemma":[0.0005548656,0.0001279461,0.0001343784,0.002532803,0.0009260349,0.0001234617,0.0002933871,0.000357153,0.000005560149],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001400832,"about_ca_system_score_gemma":0.00664899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002814113,"about_ca_topic_score_gemma":0.001737739,"domain_scores_codex":[0.992905,0.0002022512,0.0002293078,0.000452506,0.005711831,0.0004991704],"domain_scores_gemma":[0.9941856,0.0003464345,0.0002402371,0.0003376839,0.004784025,0.000106062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004980028,0.001195416,0.001724996,0.00191738,0.0003027576,0.000003249879,0.03196342,0.000155438,0.0404027,0.1670328,0.009863763,0.7449401],"study_design_scores_gemma":[0.01276761,0.002689938,0.1585776,0.002504352,0.0007050618,0.000001416344,0.5097695,0.1657335,0.0144884,0.1118518,0.01952328,0.001387605],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8598393,0.0001052458,0.00005561699,0.003231563,0.00007588033,0.002602177,0.0001939218,0.000007797585,0.1338885],"genre_scores_gemma":[0.9906121,0.00002308375,0.0003586342,0.00000149494,0.00003035049,0.00002760191,0.0002133231,0.000008495172,0.008724899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7435525,"threshold_uncertainty_score":0.9989824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08774370117175245,"score_gpt":0.3568306627304095,"score_spread":0.2690869615586571,"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."}}