{"id":"W4415727004","doi":"10.26740/sjese.1.02.2025.5","title":"Marshmallows, Fun, and Constellations: A Mixed-Methods Evaluation of a STEAM Astronomy Workshop","year":2025,"lang":"en","type":"article","venue":"STEAM Journal For Elementary School Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Facilitator; CLARITY; Relevance (law); Creativity; Science education; Mythology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04337789,0.00108613,0.001251175,0.001481289,0.002333457,0.003210735,0.002103225,0.001257671,0.003671319],"category_scores_gemma":[0.048805,0.0007837031,0.001411557,0.0008017207,0.00197232,0.002442678,0.003168088,0.00145788,0.0005600324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002171205,"about_ca_system_score_gemma":0.004688451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001528857,"about_ca_topic_score_gemma":0.004021796,"domain_scores_codex":[0.9742424,0.01996226,0.001482376,0.001298692,0.002004579,0.00100967],"domain_scores_gemma":[0.9600081,0.02910239,0.0023833,0.001949164,0.004542892,0.002014225],"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":[0.01261696,0.0514604,0.03424822,0.01431939,0.0008975765,0.001445828,0.3940693,0.001742312,0.01171783,0.002859288,0.003813301,0.4708095],"study_design_scores_gemma":[0.0127285,0.171782,0.1600358,0.009209824,0.002177399,0.0008859336,0.5175154,0.00501309,0.02360745,0.006081861,0.09018844,0.0007743366],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828669,0.0005780307,0.004083948,0.000303631,0.00008670799,0.008621722,0.0002761973,0.00005093349,0.003131914],"genre_scores_gemma":[0.929868,0.001240869,0.03416075,0.0007048566,0.000092907,0.03009142,0.000398691,0.00008410604,0.003358372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04337789,"threshold_uncertainty_score":0.229407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06370229600107717,"score_gpt":0.5151448437749668,"score_spread":0.4514425477738896,"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."}}