{"id":"W6944206173","doi":"10.17605/osf.io/x294s","title":"Impact of KPU's Zero Textbook Cost program","year":2023,"lang":"en","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zero (linguistics); Course (navigation); Persistence (discontinuity); Data collection; Higher education; Program evaluation","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":[],"consensus_categories":[],"category_scores_codex":[0.002420536,0.0001939722,0.0002601311,0.001561066,0.001414058,0.004173612,0.001240597,0.0005567202,0.00909449],"category_scores_gemma":[0.01728714,0.0001719376,0.0002214282,0.001984218,0.0008148821,0.001152981,0.00219236,0.0016817,0.0009598228],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01986457,"about_ca_system_score_gemma":0.03957808,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4823202,"about_ca_topic_score_gemma":0.5999765,"domain_scores_codex":[0.9950626,0.0005178067,0.0001086355,0.0003437736,0.002540465,0.001426595],"domain_scores_gemma":[0.9782722,0.002672876,0.002406592,0.0006305465,0.005311823,0.01070601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001447061,0.004112314,0.6201141,0.0003203367,0.0001278249,0.0006244353,0.002520009,0.004615694,0.003463648,0.02338471,0.07749791,0.2617719],"study_design_scores_gemma":[0.00005053822,0.0003917552,0.9500657,0.00005212517,0.0000248485,0.00008477736,0.002538401,0.001238012,0.001575903,0.0003294968,0.04361058,0.00003781162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943687,0.000135453,0.0004272285,0.002796722,0.00007068966,0.0001849639,0.00338334,0.0001997798,0.04911486],"genre_scores_gemma":[0.9705692,0.0001163067,0.000641328,0.0005561496,0.00002696643,0.0000964769,0.002669713,0.0000588548,0.02526502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9801354,"threshold_uncertainty_score":0.9590256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05031076826518572,"score_gpt":0.4470070439555001,"score_spread":0.3966962756903143,"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."}}