{"id":"W3211749284","doi":"10.26434/chemrxiv.11936244.v1","title":"The Mechanisms App: Electron-Pushing Formalism as a Software System","year":2020,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dow Chemical (Canada)","funders":"Small Business Innovation Research; Directorate for Engineering; Augsburg University; National Science Foundation","keywords":"Formative assessment; Usability; Computer science; Curriculum; Human–computer interaction; Multimedia; Chemistry; World Wide Web; Mathematics education; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001296204,0.00123295,0.0003972923,0.0007797323,0.0003049358,0.001613726,0.001601879,0.00122432,0.03374944],"category_scores_gemma":[0.00429697,0.0006882905,0.0006381296,0.0003016807,0.0006270775,0.002904301,0.00332454,0.00121888,0.007615903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002745826,"about_ca_system_score_gemma":0.0006954707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006246262,"about_ca_topic_score_gemma":0.001106355,"domain_scores_codex":[0.9994326,0.0001508846,0.00004839359,0.00008946355,0.0002174453,0.00006117675],"domain_scores_gemma":[0.9983079,0.00119079,0.00005536304,0.0002286826,0.0001068555,0.000110331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002396519,0.0009020584,0.006355077,0.003342216,0.0002325954,0.003688156,0.008242419,0.009842697,0.0966347,0.08330226,0.2218166,0.5632446],"study_design_scores_gemma":[0.0009866841,0.0007992077,0.005544885,0.000933692,0.000141686,0.003298987,0.0007545942,0.05537582,0.05798515,0.05505745,0.8187881,0.0003337472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.03430251,0.0007087449,0.6575607,0.0008494494,0.0003486908,0.001512555,0.004229543,0.2623406,0.03814722],"genre_scores_gemma":[0.3652047,0.001647589,0.5167874,0.001407811,0.0001707099,0.003382103,0.006344051,0.02505469,0.08000099],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03374944,"threshold_uncertainty_score":0.1129031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02003379080858723,"score_gpt":0.2660687839984044,"score_spread":0.2460349931898172,"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."}}