{"id":"W4288050321","doi":"10.17975/sfj-2022-011","title":"Proceedings from the 2022 Indicium Conference","year":2022,"lang":"en","type":"article","venue":"STEM Fellowship Journal","topic":"Nanotechnology research and applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; York University","funders":"","keywords":"Mentorship; Medical education; Library science; Competition (biology); Political science; Management; Psychology; Sociology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.007129815,0.001498719,0.0008043557,0.001749242,0.003386859,0.01091363,0.002234029,0.003599072,0.2285766],"category_scores_gemma":[0.01067901,0.0004403319,0.001244203,0.001073073,0.0007076295,0.00255308,0.005076534,0.00406185,0.1540049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004573843,"about_ca_system_score_gemma":0.0104207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006929264,"about_ca_topic_score_gemma":0.01603708,"domain_scores_codex":[0.9927638,0.0009222787,0.000288208,0.0004840877,0.004546118,0.000995487],"domain_scores_gemma":[0.9863741,0.0006493962,0.0003395442,0.0004690111,0.006718543,0.005449306],"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":[0.00004381467,0.00002091598,0.00004125514,0.00004921075,0.000002618382,0.0000301243,0.00002554995,0.000024491,0.000129806,0.0005651305,0.9893708,0.009696202],"study_design_scores_gemma":[0.000006494087,0.00001998886,0.0003554027,0.00004856354,0.000001883597,0.00002244043,0.00005995905,0.00002709671,0.00007834893,0.0001909473,0.9991829,0.000005980294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004110906,0.01573211,0.003515099,0.07486866,0.342852,0.0008224522,0.007402055,0.001652881,0.5490438],"genre_scores_gemma":[0.01437677,0.007038716,0.00338589,0.01995783,0.03953131,0.0008441181,0.01367882,0.001519819,0.8996667],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2285766,"threshold_uncertainty_score":0.7646648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0194639544503338,"score_gpt":0.2172665970146575,"score_spread":0.1978026425643237,"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."}}