{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0003957401,0.0001054665,0.0001277198,0.0001510725,0.0004261292,0.001287719,0.0003236645,0.0000805912,0.002420251],"category_scores_gemma":[0.0004707352,0.0000943167,0.00004002751,0.0006118788,0.0002953264,0.530636,0.00008772263,0.0001642595,0.00006890316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005889253,"about_ca_system_score_gemma":0.0008606673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008771233,"about_ca_topic_score_gemma":3.863845e-7,"domain_scores_codex":[0.9984612,0.0003647539,0.0003916938,0.0001339617,0.0004487199,0.0001996979],"domain_scores_gemma":[0.9976585,0.001475797,0.0004370767,0.0001878215,0.00005271528,0.0001881107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003543836,0.00006789938,0.1097648,0.0000665941,0.000009942058,0.000001622457,0.0009658824,0.00007867553,0.00005106529,0.8698918,0.01416117,0.004905094],"study_design_scores_gemma":[0.000193915,0.000239479,0.2767687,0.0002064328,0.00001907983,0.000002900428,0.006605599,0.00217465,0.0009639425,0.0006252599,0.7120008,0.0001992009],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1939683,0.0002532299,0.002367457,0.5658249,0.0004225807,0.001116916,0.00002765843,0.0003579253,0.2356611],"genre_scores_gemma":[0.9685352,0.001011612,0.01456503,0.01491084,0.00009748367,0.00002898329,0.0000427914,0.000005120789,0.0008029174],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8692665,"threshold_uncertainty_score":0.9997491,"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."}}