{"id":"W4411020176","doi":"10.1021/acs.jchemed.5c00310","title":"SOCKit: An Online Tool for Systems Thinking","year":2025,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University","funders":"Social Sciences and Humanities Research Council of Canada; Deakin University; University of Ottawa; International Union of Pure and Applied Chemistry","keywords":"Computer science; Science education; Mathematics education; Human–computer interaction; Multimedia; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002031893,0.002172318,0.0009222518,0.003030535,0.0006174687,0.002712592,0.003216082,0.001200812,0.1552825],"category_scores_gemma":[0.01005914,0.001305158,0.001740867,0.001775539,0.0007340613,0.003902947,0.004647295,0.002557814,0.05738926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007189726,"about_ca_system_score_gemma":0.00175183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00103072,"about_ca_topic_score_gemma":0.001486861,"domain_scores_codex":[0.9986584,0.0002313378,0.0001912634,0.0002532698,0.0005158319,0.0001498489],"domain_scores_gemma":[0.993817,0.003745902,0.000325718,0.0007339381,0.0009137,0.0004638242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008566295,0.0003525868,0.00210079,0.004334074,0.0002476803,0.001052571,0.001449822,0.003649841,0.01549069,0.01691502,0.5753128,0.3782375],"study_design_scores_gemma":[0.0006584367,0.0002501321,0.004322738,0.0008447794,0.0001021415,0.001119139,0.0003970952,0.03110999,0.02890251,0.05936211,0.8725871,0.0003438562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.004065463,0.0003923878,0.3713928,0.000421846,0.0003980115,0.0007518439,0.03312285,0.5676686,0.02178622],"genre_scores_gemma":[0.0647568,0.0008224357,0.6336999,0.001006745,0.0002435766,0.006002785,0.07281365,0.1704119,0.05024223],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1552825,"threshold_uncertainty_score":0.5194718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008269121569305954,"score_gpt":0.264861470461248,"score_spread":0.256592348891942,"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."}}