{"id":"W4285025775","doi":"10.1017/s1551929522000906","title":"STEM/STEAM 2022","year":2022,"lang":"en","type":"article","venue":"Microscopy Today","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Outreach; Enthusiasm; Passion; Acronym; Engineering; Political science; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000766207,0.0007764343,0.0002847424,0.001471996,0.0009319431,0.002956525,0.0006361627,0.001662441,0.7354844],"category_scores_gemma":[0.001190808,0.0002561793,0.0003422765,0.0008354102,0.0003436777,0.001314715,0.001945418,0.001220678,0.579449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006938372,"about_ca_system_score_gemma":0.001421632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006708158,"about_ca_topic_score_gemma":0.001623752,"domain_scores_codex":[0.9996711,0.00002221155,0.0000162585,0.00005167163,0.0001832324,0.00005554474],"domain_scores_gemma":[0.9986452,0.0000687789,0.00004645358,0.00007422446,0.0004215578,0.0007437969],"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":[0.00008584817,0.00008552595,0.000205458,0.0001415521,0.000002048914,0.00006554252,0.0000196289,0.00005085564,0.002152815,0.002240697,0.8895364,0.1054136],"study_design_scores_gemma":[0.00003723559,0.00006361149,0.0006398195,0.00005542386,0.000001701087,0.0000935023,0.00001900377,0.0001421604,0.001127779,0.001002727,0.9968128,0.000004347471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002685927,0.0008082871,0.002518536,0.006801309,0.00358534,0.000271335,0.00770819,0.01012329,0.9654978],"genre_scores_gemma":[0.007468871,0.0005969341,0.00191843,0.003336115,0.001429039,0.0001025571,0.006823459,0.001094105,0.9772305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7354844,"threshold_uncertainty_score":0.3772994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005245119109653125,"score_gpt":0.2052710498589745,"score_spread":0.2000259307493214,"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."}}