{"id":"W4414089479","doi":"10.2533/chimia.2025.658","title":"Interactive Learning Tools to Visualize Chemistry and its Connections","year":2025,"lang":"en","type":"article","venue":"CHIMIA International Journal for Chemistry","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University","funders":"University of Ottawa","keywords":"Interactive Learning; Interactive visualization; Visualization; Feature (linguistics); Community of practice; Data visualization","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":[0.001276084,0.002292569,0.0008225713,0.00210463,0.0007857936,0.004026828,0.002592461,0.001971143,0.128204],"category_scores_gemma":[0.00782872,0.0007374216,0.001150901,0.00160905,0.0006729766,0.004890963,0.006410919,0.002054811,0.03024768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005341636,"about_ca_system_score_gemma":0.0007463234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000916325,"about_ca_topic_score_gemma":0.001979491,"domain_scores_codex":[0.9994025,0.000162654,0.00004476485,0.00009678764,0.0002186356,0.00007456294],"domain_scores_gemma":[0.9959077,0.002519884,0.0001216637,0.0003884123,0.0005955618,0.0004667825],"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":[0.0006577707,0.0005145431,0.001060512,0.002229053,0.0001363214,0.0008387971,0.002277722,0.01217318,0.02213448,0.0454035,0.5689039,0.3436701],"study_design_scores_gemma":[0.000427634,0.0001634804,0.00170037,0.0006478571,0.00006712064,0.0005699436,0.0005436402,0.03167337,0.01009472,0.0901716,0.8637602,0.0001799674],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01065475,0.002830394,0.7263361,0.002661601,0.001572619,0.000944813,0.01160005,0.1472909,0.09610876],"genre_scores_gemma":[0.1239357,0.004704075,0.7157595,0.002772527,0.001095792,0.004955937,0.01831007,0.0220891,0.1063773],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.128204,"threshold_uncertainty_score":0.4288851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02460293605210397,"score_gpt":0.3726429522814719,"score_spread":0.3480400162293679,"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."}}