{"id":"W4391519292","doi":"10.46303/ressat.2024.3","title":"Enhancing Student Learning Through #DigitalPowerups, “Pushed me to be Creative”: Student Discussions in Environmental Sociology Course","year":2024,"lang":"en","type":"article","venue":"Research in Social Sciences and Technology","topic":"Innovative Teaching Methodologies in Social Sciences","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; Utah State University; American Educational Research Association","keywords":"Course (navigation); Life course approach; Mathematics education; Sociology; Pedagogy; Psychology; Engineering; Social psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.02024903,0.0001910528,0.0003959531,0.0008353121,0.003518463,0.0003399075,0.001213139,0.0004024391,0.0001073177],"category_scores_gemma":[0.002032122,0.0001552064,0.00005159526,0.005340942,0.01352399,0.0005388894,0.001188222,0.001596192,0.00002065039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001037315,"about_ca_system_score_gemma":0.0005327231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002217172,"about_ca_topic_score_gemma":0.004693498,"domain_scores_codex":[0.9928867,0.002834495,0.0004413461,0.0009319175,0.001413118,0.001492403],"domain_scores_gemma":[0.9977851,0.00187254,0.00006931358,0.0001194768,0.00005970451,0.0000938691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008159093,0.0002433177,0.130311,0.000009630002,0.00001796848,0.00006439164,0.312913,0.000008271274,0.002556841,0.5199458,0.0002912839,0.03363032],"study_design_scores_gemma":[0.0001970101,0.000406652,0.03440071,0.00009105811,0.000003958365,0.00000150085,0.8058824,0.00001218901,0.0001505843,0.1326091,0.02596921,0.0002756387],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9097648,0.0009742245,0.0001608683,0.0604534,0.0003998323,0.0006430046,0.000006117332,0.0001722643,0.02742553],"genre_scores_gemma":[0.9969087,0.0005892368,0.001280543,0.0001314664,0.000206881,0.0001483989,0.000001397957,0.00001150049,0.0007218354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4929694,"threshold_uncertainty_score":0.9977788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2094833316732665,"score_gpt":0.5619699385074798,"score_spread":0.3524866068342133,"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."}}