{"id":"W6911945501","doi":"10.5281/zenodo.14647073","title":"Courses based on competitions highly motivate students for research-based learning","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Competence (human resources); Set (abstract data type); The arts; Postgraduate research; Experiential learning","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001399488,0.0002386367,0.0002455314,0.0002470773,0.004206115,0.001414528,0.001556442,0.0001563914,0.02278082],"category_scores_gemma":[0.004998308,0.0002749124,0.0001376306,0.0007593669,0.0004318687,0.0001284857,0.0009460435,0.001121359,0.002012045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005163762,"about_ca_system_score_gemma":0.00006167324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008531966,"about_ca_topic_score_gemma":6.007614e-7,"domain_scores_codex":[0.995905,0.0004981483,0.0003457991,0.0008021583,0.001539717,0.0009091648],"domain_scores_gemma":[0.995896,0.0003398775,0.0001097391,0.0008836521,0.002371489,0.0003992301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001197482,0.005098512,0.0004950984,0.002567578,0.0004147314,0.0005194578,0.0009519042,0.01618957,0.5916687,0.01247455,0.3427505,0.02567195],"study_design_scores_gemma":[0.001873358,0.0002380788,0.0001552537,0.0002033154,0.000015693,0.00002031478,0.0003574287,0.005934961,0.09695268,0.0002047893,0.8937703,0.0002738376],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2745707,0.0001871398,0.01086945,0.01575931,0.000261794,0.0017164,0.002883572,0.004187907,0.6895638],"genre_scores_gemma":[0.9775981,0.00003280877,0.000782842,0.0001932683,0.0003209245,0.000001149196,0.007168191,0.00158399,0.01231877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7030274,"threshold_uncertainty_score":0.9999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06061100829344241,"score_gpt":0.3158407731641981,"score_spread":0.2552297648707557,"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."}}