{"id":"W3204869003","doi":"10.26434/chemrxiv.12818780.v1","title":"Inexpensive Open Source Laser Cut Model Kits for the Teaching of Molecular Geometry","year":2020,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer graphics (images); Engineering drawing; Computer science; Mechanical engineering; Engineering","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":[0.001502593,0.001347197,0.0008318757,0.002185369,0.0007761251,0.001151529,0.002983013,0.001001795,0.1905111],"category_scores_gemma":[0.00406433,0.001037217,0.001171963,0.001757799,0.0005963757,0.002133207,0.003087164,0.00226303,0.08600067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008206047,"about_ca_system_score_gemma":0.001693004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007486781,"about_ca_topic_score_gemma":0.002767668,"domain_scores_codex":[0.9979551,0.0001524301,0.00009036085,0.0002530854,0.001419841,0.0001290902],"domain_scores_gemma":[0.9975957,0.0007301026,0.00016527,0.0007216645,0.0004132167,0.0003738877],"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":[0.0002395621,0.0005400556,0.0007662726,0.001470156,0.00002844746,0.0002621047,0.0004106796,0.002843491,0.1700321,0.02571564,0.2511685,0.546523],"study_design_scores_gemma":[0.000102745,0.0002522485,0.001431166,0.0002008295,0.00002738214,0.0007395776,0.00007527486,0.00463327,0.09640562,0.009135592,0.8869184,0.00007789614],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01254759,0.001588022,0.8237437,0.0009484093,0.001230055,0.0008590787,0.01061778,0.0539268,0.09453862],"genre_scores_gemma":[0.02680166,0.003013505,0.773708,0.0004870128,0.0001702546,0.001952257,0.01670366,0.02007119,0.1570924],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1905111,"threshold_uncertainty_score":0.6373231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.144857428135836,"score_gpt":0.391939645647591,"score_spread":0.2470822175117549,"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."}}