{"id":"W3028337600","doi":"10.18665/sr.313269","title":"Planning, Partnering, and Piloting: A Community College Library Service Innovation Playbook","year":2020,"lang":"en","type":"report","venue":"","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Christie (Canada)","funders":"Institute of Museum and Library Services","keywords":"Business; Service innovation; Service (business); Engineering management; Knowledge management; Process management; Marketing; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001244837,0.0002109045,0.0002999725,0.0002723566,0.001322832,0.0005848768,0.0006070068,0.0002612444,0.001129117],"category_scores_gemma":[0.0004408031,0.0001954967,0.00003605993,0.001760786,0.0001812146,0.01221584,0.0003789637,0.0007325324,0.00008151082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005415491,"about_ca_system_score_gemma":0.002869388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001160399,"about_ca_topic_score_gemma":0.00004252638,"domain_scores_codex":[0.9976918,0.0002648375,0.0006385643,0.0002062379,0.0008911383,0.00030747],"domain_scores_gemma":[0.9985906,0.0002162894,0.0004893165,0.0002432474,0.000274201,0.0001862731],"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":[0.00001245855,0.00002819357,0.008625185,0.0002877268,0.00002383546,0.000005314323,0.03546226,0.0000032221,0.000002925225,0.08693103,0.8676057,0.001012117],"study_design_scores_gemma":[0.0001070913,0.00004875429,0.003147812,0.0001488643,0.000007183769,0.000004525964,0.008689991,0.0001122011,0.00001636049,0.000789483,0.9866802,0.0002475788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01055169,0.00009381879,0.00001984631,0.009635199,0.0005204536,0.0004008764,0.00009095461,0.0004328366,0.9782543],"genre_scores_gemma":[0.3453491,0.001616965,0.00348962,0.1503505,0.004823235,0.000133382,0.003713977,0.0001436302,0.4903796],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4878747,"threshold_uncertainty_score":0.9999773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1509549692953376,"score_gpt":0.3681401682806631,"score_spread":0.2171851989853255,"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."}}