{"id":"W6960968874","doi":"10.1371/journal.pone.0313021.s001","title":"Interview guides.","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Summative assessment; Formative assessment; Workaround; Bureaucracy; Process (computing); Qualitative research; Promotion (chess); Professionalization","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01238017,0.001367035,0.001132383,0.003036943,0.003150244,0.002441615,0.002285168,0.002016635,0.4800594],"category_scores_gemma":[0.018101,0.001357076,0.0004379481,0.004125743,0.001037788,0.002257894,0.003618775,0.00364721,0.2002501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003082731,"about_ca_system_score_gemma":0.009345951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005679904,"about_ca_topic_score_gemma":0.01516478,"domain_scores_codex":[0.9946792,0.002777611,0.0006131305,0.0006893479,0.0007075958,0.0005331209],"domain_scores_gemma":[0.9874361,0.006116217,0.0003664594,0.001216603,0.004141607,0.0007230983],"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":[0.000353691,0.0002414865,0.0005090878,0.002417544,0.000006006849,0.0002596469,0.01731088,0.0002723724,0.001476849,0.009866426,0.8133118,0.1539741],"study_design_scores_gemma":[0.00009836911,0.00007296973,0.000809525,0.000516794,0.000003558033,0.00007700167,0.01042651,0.0002162084,0.0004314336,0.002468712,0.9848572,0.00002165099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02051711,0.002857543,0.06727146,0.007045994,0.004323948,0.08205058,0.2162109,0.007826907,0.5918956],"genre_scores_gemma":[0.0304029,0.002842465,0.1111713,0.005517853,0.0003560602,0.1871362,0.05021091,0.002390162,0.6099722],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5199406,"threshold_uncertainty_score":0.7416321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05802628066416507,"score_gpt":0.2600635505659952,"score_spread":0.2020372699018301,"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."}}