{"id":"W2030827061","doi":"10.1002/bmb.20162","title":"Overcome inertia and publish your science education scholarship","year":2008,"lang":"en","type":"article","venue":"Biochemistry and Molecular Biology Education","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Scholarship; Publishing; Dialog box; Publication; Apprenticeship; Publish or perish; Scholarship of Teaching and Learning; Sociology; Library science; Medical education; Computer science; Teaching method; Political science; Pedagogy; Medicine; World Wide Web; History","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":[],"consensus_categories":[],"category_scores_codex":[0.000679829,0.0001002772,0.00008051171,0.0001166511,0.000798775,0.0001259079,0.0002010516,0.0001643744,0.00002048955],"category_scores_gemma":[0.002599668,0.0001087396,0.00001709239,0.0004175245,0.001291641,0.0006095704,0.00005580414,0.0001610155,0.000003906792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001719907,"about_ca_system_score_gemma":0.005254582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004474155,"about_ca_topic_score_gemma":0.000007913691,"domain_scores_codex":[0.9989634,0.0001333224,0.0001323756,0.0004056966,0.0001440954,0.0002210894],"domain_scores_gemma":[0.9990646,0.00004433693,0.0001254937,0.0002066057,0.0003706848,0.0001882766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001244562,0.0003211172,0.1529812,0.00002325435,0.0000111654,3.16762e-7,0.003493635,7.583136e-8,0.7621881,0.03556752,0.0005201743,0.04488106],"study_design_scores_gemma":[0.0003932298,0.0001088603,0.2711261,0.00008151151,0.00007554557,0.000195479,0.0127341,0.000004655681,0.4843468,0.04712139,0.1829542,0.0008581608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961511,0.002305183,0.00008130066,0.003435611,0.0007585725,0.0001563863,0.000001128588,0.0000283458,0.03172253],"genre_scores_gemma":[0.9948339,0.0004398464,0.002693512,0.0007805153,0.0003115184,0.00004093237,0.00003006148,0.000006323881,0.0008633405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2778412,"threshold_uncertainty_score":0.9321402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02535953777699483,"score_gpt":0.4033775647885796,"score_spread":0.3780180270115848,"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."}}