{"id":"W2164622752","doi":"10.18438/b8761c","title":"Longitudinal Assessment of “User-Driven” Library Commons Spaces","year":2013,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Administration","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laptop; Studio; Commons; Space (punctuation); Library science; Presentation (obstetrics); Sociology; Computer science; Political science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004390589,0.0002325726,0.0002462512,0.001436065,0.0009921711,0.001188644,0.0005392851,0.0004814081,0.00202021],"category_scores_gemma":[0.009510553,0.0003316813,0.0004709829,0.001052815,0.0003599301,0.001128285,0.001366018,0.0009412281,0.0009041955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008731189,"about_ca_system_score_gemma":0.001017091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008573601,"about_ca_topic_score_gemma":0.0141538,"domain_scores_codex":[0.9981128,0.0006200422,0.0001828074,0.0002255098,0.0005887958,0.0002700425],"domain_scores_gemma":[0.9883434,0.00117038,0.004541813,0.0007482531,0.003626997,0.001569134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000102733,0.0004392916,0.9872898,0.0000203013,0.00002492576,0.00005490144,0.002627862,0.0001066557,0.0006585717,0.00002155474,0.0002350998,0.008418205],"study_design_scores_gemma":[0.000002469383,0.0005300685,0.995562,0.000008215657,0.000008245609,0.00008251765,0.0021024,0.0002517152,0.000617331,0.00001481035,0.0008063277,0.00001397553],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987732,0.00003558329,0.0002782125,0.00003810008,0.000002936528,0.00002712003,0.0002450056,0.0000153397,0.0005845422],"genre_scores_gemma":[0.9982332,0.00004198974,0.0004918062,0.00002558345,0.000004184222,0.00006174936,0.000530106,0.000006338426,0.000605013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9988114,"threshold_uncertainty_score":0.02321988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02918639515175584,"score_gpt":0.3213222301466073,"score_spread":0.2921358349948515,"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."}}