{"id":"W2228007713","doi":"10.26522/tl.v2i2.75","title":"You Should Publish That! A Primer On Educational Publishing","year":2005,"lang":"en","type":"article","venue":"Teaching and Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publication; Class (philosophy); Primer (cosmetics); Set (abstract data type); Publishing; Mathematics education; Curriculum; Computer science; Library science; Psychology; Pedagogy; Political science; Chemistry; Programming language; Law; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002555605,0.0001580776,0.0001372679,0.0002300328,0.00129791,0.003652154,0.0005733516,0.00008610089,0.0001885876],"category_scores_gemma":[0.001980924,0.0001506972,0.00004616207,0.0001837741,0.00002674033,0.003822236,0.0002038413,0.002571509,0.0001337953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007465503,"about_ca_system_score_gemma":0.0001279406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002044364,"about_ca_topic_score_gemma":0.000005744709,"domain_scores_codex":[0.9981003,0.00053395,0.0001831115,0.0004622032,0.0003760205,0.0003444285],"domain_scores_gemma":[0.9989119,0.0004704595,0.0001352893,0.0002475656,0.00005324467,0.0001815088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006650827,0.0001931351,0.02803673,0.00001372407,0.00002620137,0.000001140694,0.02849838,0.00308977,0.00009765597,0.2486443,0.02127579,0.6701165],"study_design_scores_gemma":[0.0003979952,0.00009426181,0.03781983,0.00008779926,0.000008072182,0.00003847795,0.004867043,0.02646584,0.00004102635,0.0005241989,0.9292359,0.000419556],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3090681,0.000293423,0.01108318,0.1470606,0.0009739978,0.0001789523,4.279256e-7,0.0007418181,0.5305995],"genre_scores_gemma":[0.9559873,0.000006312517,0.02240132,0.002341727,0.0006143028,0.00001089861,0.00001484377,0.00001712089,0.01860616],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9079601,"threshold_uncertainty_score":0.9997296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04190516346792014,"score_gpt":0.3031122989354617,"score_spread":0.2612071354675416,"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."}}