{"id":"W4416087457","doi":"10.1177/20966083251395331","title":"Science museums in a time of crisis: Insights from Brazil, Canada, Finland and Portugal","year":2025,"lang":"en","type":"article","venue":"Cultures of Science","topic":"Museums and Cultural Heritage","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Museum informatics; Museology; History of science; National museum; Citizen science; Qualitative research; Natural (archaeology)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005353669,0.0005565152,0.0008962956,0.002923421,0.03089616,0.008861236,0.002114346,0.002810096,0.003076468],"category_scores_gemma":[0.009359315,0.0006778131,0.0005172954,0.005183874,0.01409578,0.00376226,0.01159008,0.002968253,0.0001957928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04047224,"about_ca_system_score_gemma":0.05479905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7502454,"about_ca_topic_score_gemma":0.9040437,"domain_scores_codex":[0.9953441,0.00161978,0.0001571062,0.0002924906,0.0006736366,0.001912897],"domain_scores_gemma":[0.9939532,0.002481664,0.0007373231,0.0001951488,0.0008826543,0.001750022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002558804,0.00001875308,0.005004528,0.0001112058,0.000005870882,0.0015425,0.9870205,0.00005516779,0.0001677205,0.002434232,0.0009176281,0.002696253],"study_design_scores_gemma":[0.000001836778,0.000005009049,0.002528681,0.0001099777,0.000002983627,0.00008935342,0.9904079,0.00001641696,0.000036617,0.0001040902,0.006690897,0.000006268733],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739586,0.00183591,0.0002218545,0.004942314,0.00006322745,0.00009364126,0.0001652637,0.000007946037,0.0187112],"genre_scores_gemma":[0.9935672,0.001669933,0.0002719007,0.0009100175,0.00001829206,0.00005796165,0.00007575039,0.00001994706,0.003409103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9691038,"threshold_uncertainty_score":0.5024509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009096903275688933,"score_gpt":0.2296551993775545,"score_spread":0.2205582961018655,"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."}}