{"id":"W2922118493","doi":"10.1021/acs.jchemed.8b00666","title":"Bioplastics in the General Chemistry Laboratory: Building a Semester-Long Research Experience","year":2019,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Nanotechnology research and applications","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Concordia University of Edmonton","keywords":"Bioplastic; Engineering management; Engineering ethics; Computer science; Chemistry; Engineering; Mathematics education; Psychology; Waste management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01490088,0.001833662,0.0008782073,0.001078753,0.008834451,0.008433811,0.005167848,0.004108298,0.009510485],"category_scores_gemma":[0.00901543,0.001040617,0.001006199,0.0006673933,0.005302249,0.005465785,0.01944046,0.007741224,0.005480805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002408335,"about_ca_system_score_gemma":0.005106454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005992322,"about_ca_topic_score_gemma":0.001381981,"domain_scores_codex":[0.9900066,0.005074439,0.0003276886,0.001320804,0.001131798,0.002138629],"domain_scores_gemma":[0.972106,0.002140592,0.0007160989,0.0009147757,0.002151399,0.0219712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001228726,0.03972066,0.02579043,0.002349933,0.0001149234,0.009734486,0.3951249,0.003413968,0.05665956,0.01402885,0.07825044,0.3735831],"study_design_scores_gemma":[0.0003273998,0.02345525,0.01616118,0.001324752,0.00008221131,0.01273428,0.3095722,0.004325096,0.02036105,0.01353733,0.5976052,0.000514081],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8598871,0.003722265,0.06619978,0.024615,0.002210233,0.003043306,0.0004419382,0.002306832,0.03757348],"genre_scores_gemma":[0.8037394,0.004946976,0.1289926,0.01077729,0.001242022,0.002168366,0.0008469799,0.0006865452,0.04659982],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01490088,"threshold_uncertainty_score":0.07880431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557515330494167,"score_gpt":0.3519249844421798,"score_spread":0.3363498311372382,"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."}}