{"id":"W6940785272","doi":"10.11575/cpai.v5i1.74195","title":"Make it someone’s job: Documenting the growth of the academic integrity profession through a collection of position postings","year":2021,"lang":"en","type":"article","venue":"University of Calgary","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic integrity; Situated; Work (physics); Position (finance); Position paper; Learning development; Higher education; Professional development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02304595,0.0001906451,0.0003004267,0.01312425,0.001846284,0.003174636,0.001007666,0.0004826096,0.00203543],"category_scores_gemma":[0.07254677,0.0002700167,0.0002994056,0.01528094,0.001228054,0.002143994,0.002160488,0.0008158124,0.0006525111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003896156,"about_ca_system_score_gemma":0.01274591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04554079,"about_ca_topic_score_gemma":0.1668993,"domain_scores_codex":[0.9850204,0.004780654,0.002141447,0.001120938,0.00606501,0.0008715704],"domain_scores_gemma":[0.8413275,0.05023216,0.05131399,0.008214471,0.04446163,0.00445028],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001419211,0.00008051239,0.5891447,0.00637173,0.0001525035,0.000392917,0.05804964,0.00009928233,0.00201545,0.00213244,0.03041027,0.3110086],"study_design_scores_gemma":[0.000007157406,0.00006496542,0.8405036,0.002595064,0.00007153889,0.0002208227,0.02911201,0.000132518,0.0007195123,0.0002106131,0.1263135,0.00004868879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9141505,0.02028071,0.004030815,0.005953303,0.0007315466,0.0006769954,0.02323476,0.0001104976,0.03083082],"genre_scores_gemma":[0.9476608,0.01291307,0.01814939,0.001863365,0.0003913925,0.001075776,0.01077586,0.0001227447,0.007047502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9995174,"threshold_uncertainty_score":0.1218801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378875787270229,"score_gpt":0.2143302803469863,"score_spread":0.200541522474284,"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."}}