{"id":"W4251772146","doi":"10.29173/iasl7160","title":"Professional Development via Facebook Group: Perception of School Librarians","year":2017,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Web and Library Services","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Perception; Psychology; Cyberpsychology; Value (mathematics); Social media; Medical education; Pedagogy; Computer science; World Wide Web; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002312924,0.0002044273,0.000225267,0.0001044338,0.0005113254,0.0007413066,0.002300543,0.0001264403,0.0002953193],"category_scores_gemma":[0.00003598665,0.0001733339,0.0000512194,0.00008630956,0.0001097859,0.006705707,0.0009173126,0.0002120352,0.0001969063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001935591,"about_ca_system_score_gemma":0.0002942735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003423481,"about_ca_topic_score_gemma":0.000003596215,"domain_scores_codex":[0.9984657,0.00001205086,0.000331013,0.0004655035,0.0004099614,0.000315834],"domain_scores_gemma":[0.9987946,0.00001476406,0.0003575953,0.0003010083,0.0003348736,0.0001971286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001876683,0.0007296403,0.2489402,0.0008534647,0.0001310505,0.00001546877,0.3634401,9.456588e-7,0.03272074,0.1210452,0.01238769,0.2195479],"study_design_scores_gemma":[0.0007910575,0.0002760252,0.9314479,0.0004440712,0.00001035131,0.0000209405,0.0104649,0.005801708,0.009114931,0.01146291,0.02946595,0.0006992685],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643642,0.00001875336,0.01671909,0.002764023,0.0006128879,0.0005386567,0.00000713457,0.0002529077,0.01472232],"genre_scores_gemma":[0.977403,0.000005619255,0.01844604,0.000325517,0.0001020857,0.00006004461,0.000005615782,0.00001035455,0.003641736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6825078,"threshold_uncertainty_score":0.7148436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02653667614928943,"score_gpt":0.2557493586380741,"score_spread":0.2292126824887847,"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."}}