{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01640478,0.001175079,0.0007465243,0.001671952,0.02103231,0.02733347,0.002599233,0.007594656,0.04949894],"category_scores_gemma":[0.0196201,0.0005448379,0.0008552146,0.001240423,0.03630145,0.03286173,0.04025013,0.01396458,0.01963389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007486871,"about_ca_system_score_gemma":0.01576314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001283703,"about_ca_topic_score_gemma":0.002777378,"domain_scores_codex":[0.9866775,0.00871839,0.0002969038,0.001109283,0.001587634,0.001610316],"domain_scores_gemma":[0.9779328,0.004947466,0.001046888,0.003060756,0.001705181,0.01130686],"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":[0.00002035769,0.00007437911,0.0002901838,0.00017843,0.00001243473,0.0002108654,0.03230644,0.0001682981,0.0001801509,0.7798011,0.1399177,0.04683975],"study_design_scores_gemma":[0.000008474217,0.00002269644,0.00006807196,0.0002285397,0.000002845766,0.0001312541,0.01083513,0.00007402535,0.00008144521,0.2862657,0.7022685,0.00001332823],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00889856,0.01161023,0.04179087,0.3259559,0.005832953,0.0002580191,0.0001654686,0.00109329,0.6043948],"genre_scores_gemma":[0.5908091,0.01618286,0.04435866,0.06434371,0.004149897,0.001272337,0.000422147,0.0013355,0.2771257],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04949894,"threshold_uncertainty_score":0.1655905,"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."}}