{"id":"W3135809816","doi":"10.29173/iasl7912","title":"Productive Partnerships Learning for Life","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lifelong learning; Perspective (graphical); Work (physics); Public relations; Sociology; Political science; Library science; Pedagogy; Engineering; Computer science; Visual arts; Art","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":[0.0006039469,0.0001026071,0.0001337254,0.00003849232,0.0007470786,0.000519656,0.0002256647,0.00008883568,0.0002020703],"category_scores_gemma":[0.002876067,0.000101683,0.00005436569,0.0004036058,0.0002502668,0.002173979,0.00004064894,0.000158541,0.00003499389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002285988,"about_ca_system_score_gemma":0.001327433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002465248,"about_ca_topic_score_gemma":0.00004520973,"domain_scores_codex":[0.9986817,0.0000323029,0.0001654659,0.0004006912,0.0003350637,0.0003847246],"domain_scores_gemma":[0.9984164,0.00006953981,0.0001013252,0.00004624505,0.001146254,0.0002201994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005985901,0.0001013713,0.03346495,0.00006422396,0.00002145377,0.000003753925,0.6480203,0.000002083503,0.001082778,0.2959155,0.0137731,0.00749066],"study_design_scores_gemma":[0.0002065567,0.0001703069,0.002408357,0.0000391495,0.00001373408,0.000002268253,0.6374518,0.0001073087,0.005251811,0.01514008,0.3389305,0.0002781428],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9249776,0.00007423102,0.000440666,0.03446267,0.0003342454,0.0004298445,0.00000899271,0.0002185803,0.03905319],"genre_scores_gemma":[0.9791598,0.00002869457,0.0007091445,0.0004844787,0.0006332129,0.00005073413,0.00001216017,0.000007160589,0.01891467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3251574,"threshold_uncertainty_score":0.5746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081473117246896,"score_gpt":0.3331149897896774,"score_spread":0.2249676780649879,"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."}}